{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CSIRO Water Quality Analysis using Turbidity \n",
    "\n",
    "Maintainer: Xavier Ho <xavier.ho@csiro.au>\n",
    "\n",
    "Please contact Xavier for any queries about this example.\n",
    "\n",
    "This example uses the Analytics Execution Engine of AGDC v2 to query Landsat imagery. Two bands are combined to calculate an average, and the result is saved to an image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This example runs on Data Cube v2/1.0.2+51.gd5a6f4b.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/matplotlib-1.5.1-py2.7-macosx-10.10-x86_64.egg/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
      "  warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
     ]
    }
   ],
   "source": [
    "from pprint import pprint\n",
    "from datetime import datetime\n",
    "import xarray as xr\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.image\n",
    "%matplotlib inline\n",
    "\n",
    "import datacube\n",
    "from datacube.api import API, geo_xarray\n",
    "from datacube.analytics.analytics_engine import AnalyticsEngine\n",
    "from datacube.execution.execution_engine import ExecutionEngine\n",
    "from datacube.analytics.utils.analytics_utils import plot\n",
    "\n",
    "print('This example runs on Data Cube v2/{}.'.format(datacube.__version__))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "First, we make a query to the datacube to find out what datasets we have."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:datacube.analytics.analytics_engine:Initialise Analytics Module.\n",
      "INFO:datacube.execution.execution_engine:Initialise Execution Module.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[u'LEDAPS', u'nbar', u'pqa']\n",
      "[u'LANDSAT_5']\n"
     ]
    }
   ],
   "source": [
    "dc_a = AnalyticsEngine()\n",
    "dc_e = ExecutionEngine()\n",
    "dc_api = API()\n",
    "\n",
    "print(dc_api.list_field_values('product')) # 'LEDAPS' should be in the list\n",
    "print(dc_api.list_field_values('platform')) # 'LANDSAT_5' should be in the list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Landsat Ecosystem Disturbance Adaptive Processing System (LEDAPS) is a NASA-funded project to map North American forest disturbance since 1975. We have datasets in the same format for Australia.\n",
    "\n",
    "Let's find out what kind of datasets we have for Landsat 5."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{u'ls5_ledaps_albers': {'dimensions': [u'time', u'y', u'x'],\n",
      "                        'irregular_indices': {u'time': array(['2011-10-17T00:15:48.000000000'], dtype='datetime64[ns]')},\n",
      "                        'result_max': (numpy.datetime64('2011-10-17T00:15:48.000000000'),\n",
      "                                       -3800012.5,\n",
      "                                       899987.5),\n",
      "                        'result_min': (numpy.datetime64('2011-10-17T00:15:48.000000000'),\n",
      "                                       -4099987.5,\n",
      "                                       600012.5),\n",
      "                        'result_shape': (1, 12000, 12000),\n",
      "                        'variables': {u'band1': {'datatype_name': dtype('int16'),\n",
      "                                                 'nodata_value': -9999},\n",
      "                                      u'band2': {'datatype_name': dtype('int16'),\n",
      "                                                 'nodata_value': -9999},\n",
      "                                      u'band3': {'datatype_name': dtype('int16'),\n",
      "                                                 'nodata_value': -9999},\n",
      "                                      u'band4': {'datatype_name': dtype('int16'),\n",
      "                                                 'nodata_value': -9999},\n",
      "                                      u'band5': {'datatype_name': dtype('int16'),\n",
      "                                                 'nodata_value': -9999},\n",
      "                                      u'band7': {'datatype_name': dtype('int16'),\n",
      "                                                 'nodata_value': -9999},\n",
      "                                      u'cfmask': {'datatype_name': dtype('int16'),\n",
      "                                                  'nodata_value': 255},\n",
      "                                      u'cfmask_conf': {'datatype_name': dtype('int16'),\n",
      "                                                       'nodata_value': 255},\n",
      "                                      u'sr_adjacent_cloud_qa': {'datatype_name': dtype('int16'),\n",
      "                                                                'nodata_value': 255},\n",
      "                                      u'sr_atmos_opacity': {'datatype_name': dtype('int16'),\n",
      "                                                            'nodata_value': -9999},\n",
      "                                      u'sr_cloud_qa': {'datatype_name': dtype('int16'),\n",
      "                                                       'nodata_value': 255},\n",
      "                                      u'sr_cloud_shadow_qa': {'datatype_name': dtype('int16'),\n",
      "                                                              'nodata_value': 255},\n",
      "                                      u'sr_ddv_qa': {'datatype_name': dtype('int16'),\n",
      "                                                     'nodata_value': 255},\n",
      "                                      u'sr_fill_qa': {'datatype_name': dtype('int16'),\n",
      "                                                      'nodata_value': 255},\n",
      "                                      u'sr_land_water_qa': {'datatype_name': dtype('int16'),\n",
      "                                                            'nodata_value': 255},\n",
      "                                      u'sr_snow_qa': {'datatype_name': dtype('int16'),\n",
      "                                                      'nodata_value': 255}}}}\n"
     ]
    }
   ],
   "source": [
    "query = {\n",
    "    'product': 'LEDAPS',\n",
    "    'platform': 'LANDSAT_5',\n",
    "}\n",
    "descriptor = dc_api.get_descriptor(query, include_storage_units=False)\n",
    "pprint(descriptor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For Landsat 5, Band 1-3 are Blue, Green, and Red visible light spectrum bands.\n",
    "\n",
    "---\n",
    "\n",
    "To set up the Engine, we first need to instantiate the modules and setup query parameters. \n",
    "\n",
    "> **`create_array`** sets up the platform and product we are interested in querying, as well as the bands (variables) of the satellite data set. We also limit the amount of data processed by a long-lat boundary and time.\n",
    "> \n",
    "> **`apply_expression`** binds the variables into a generic string to execute, in this case an average of two bands.\n",
    ">\n",
    "> **`execute_plan`** is when the computation is actually run and returned.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dimensions = {\n",
    "    'x': {\n",
    "        'range': (140, 141)\n",
    "    },\n",
    "    'y': {\n",
    "        'range': (-35.5, -36.5)\n",
    "    },\n",
    "    'time': {\n",
    "        'range': (datetime(2011, 10, 17), datetime(2011, 10, 18))\n",
    "    }\n",
    "}\n",
    "\n",
    "red = dc_a.create_array(('LANDSAT_5', 'LEDAPS'), ['band3'], dimensions, 'red')\n",
    "green = dc_a.create_array(('LANDSAT_5', 'LEDAPS'), ['band2'], dimensions, 'green')\n",
    "blue = dc_a.create_array(('LANDSAT_5', 'LEDAPS'), ['band1'], dimensions, 'blue')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we have created references to the green and blue bands, we can do simple band maths."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plot3D\n"
     ]
    },
    {
     "data": {
      "image/png": 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Ee95DWoKAEFp6CEUlrLeAcQ/bEFbnRSwc1NL5fZgqmgA/iU14+bodgkAaLp3wh1ErhoWR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Qg7R+65Oka3GRBZ7upxx6aYTW5B7kqdjuLth+Kcm+YcciZDVGthF416Xsbfuel+1xRnaf6i48qw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\n4MSTw/57t3F7pIZrXSe8n5avl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dVc0VSJSO7IAypWLAGkibGmW7m/WaDVPkLxkDtlCLuZ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\nB1uXsLut2/Zg6xJ2t3XbHmz/F35bNPBzOmJ6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10572d9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "blue_result = dc_a.apply_expression([blue], 'array1', 'blue')\n",
    "dc_e.execute_plan(dc_a.plan)\n",
    "plot(dc_e.cache['blue'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plot3D\n"
     ]
    },
    {
     "data": {
      "image/png": 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KPT1O9ICzFMcUcY4pTn8voakVyacfebEcszopiWGr9nlE2MVO/VkmQpSoZ7kzIjX+IkmY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wcrsiyTF6/VEKdjCKkg0M6/5ZiKbmbileqaSzJtcURUZjPAhKxLtq5rJADUEHuZ8EIdTchusPE6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\ndDKG0hl2J52MoXSG3UknYyj/D6S0oAMf2w3OAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c2df250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "turbidity = dc_a.apply_expression([blue, green, red], '(array1 + array2 - array3) / 2', 'turbidity')\n",
    "\n",
    "dc_e.execute_plan(dc_a.plan)\n",
    "plot(dc_e.cache['turbidity'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**`geo_xarray.reproject`** reprojects northings and eastings to longitude and latitude units.\n",
    "\n",
    "Let's reproject the file into the common longitude-latitude projection, and save it to a picture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.DataArray (y: 4406, x: 4626)>\n",
      "array([[-999., -999., -999., ..., -999., -999., -999.],\n",
      "       [-999., -999., -999., ..., -999., -999., -999.],\n",
      "       [-999., -999., -999., ..., -999., -999., -999.],\n",
      "       ..., \n",
      "       [-999., -999., -999., ..., -999., -999., -999.],\n",
      "       [-999., -999., -999., ..., -999., -999., -999.],\n",
      "       [-999., -999., -999., ..., -999., -999., -999.]])\n",
      "Coordinates:\n",
      "    time     datetime64[ns] 2011-10-17T00:15:48\n",
      "  * y        (y) float64 -35.45 -35.45 -35.45 -35.45 -35.45 -35.45 -35.45 ...\n",
      "  * x        (x) float64 139.9 139.9 139.9 139.9 139.9 139.9 139.9 139.9 ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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zu9kd4zRMNydoURBRJCKELtpTiecl0DbIFntC37SipxUFWxVJC5lzzsNiXyJc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\nQEJmFNUrFLNbSKEg66x1PbpDX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rD7uO6KqqEPp02khyb4woSgEIO6kubhcBqo020qKmdN\naQGILiYz7YgHC/XyoDPMD9wLSCQgFfy9LYpuipGD8Q5NGQktNGvdITM+1SGlTpeCtknWpdCIEVAI\nwaE4LvSp3MrMo7bAy3abvI76+3VwqsprhS2akxdgEbhxoESFsByrJ1O90HlBf8sxbbBwpVCgGN9Q\nSJLDbhvW67xhkcWb032FlIwanVoCPMDPMRWlezWZiwAoQEydAdLZZ3NnQ5poMqprNQTqJVLgBmW8\nh9TfPObHJdN93VXb7IhHW2hqQVyJHUR7OG7djhU7j/CNNUBxoqyXuhGyz8TYYhJQHHxFc+rLFTyn\nne8/hVI7Sn6uDqOSjRjLrirkQ6GsNIuwTVGLp7HmAJVC16tjMKlF/CLWABldqehATj2q3YR1ooQE\n0dT+LFr+PADtmF9fFP6uHw9gLbjr42Gn0TokNsDGSWDztPvqxN6WFgwu7tZBuD0Bd8Ie+Tnec4ND\n2b+ki73FvoYSaefCsR2+/g4NR9Lfb5GsOihPk0MfjLt2w3af7XhS6CKd+KDZDixQlWwCQk392/AA\nI9eVNLU/7AC42HWzipm+UJ4OR/ty+6MQ18x3/n6NrDOhtsPgEy8SNo9o0STNCly1JJG7YHoSUXWd\nxZAkE/D9NUySA+AeWlIvlOgwP1Sr++ktVzvLapJnJTwPLzJAHj7b/IWwlDn1htVcC83sgNbew9xV\nASRX1F5s7rSykPU8W8GXtCrfOpN38m1FOe8JZ3zFiNTV10ndYY44pTtAKlRh73oizjEsnApkg4XJ\nHjvkPvUcVFEbm7ComPSo1h+xO9SCyGJkMKN3a9YhWgdNVwDV3/RocMnP2m30+60NRsuBwWDUHnNK\nio5S0FPkzySEw2su8Gzn1ljXZNnkbu9/H46Hg/A/IYfaNFh+dk8HqIW6pqplOhlL68xMib0tNJvn\nNMQGQNrY8TS4dPKR3CK3FkWkCNl7BWE1pa1F17/H8wRofIedC56y5rBBZ+BqauOhJ1ukDculCAsO\nBS2dUWOvl6a3UX/xD/yB8w7H4IB6pUNq0mJt1hAOrugC1zKXSyIuvFIYonIxmFqjs3jSD0psYbHr\nYQpfqBjSlcNl5ew1vW5fyVoJzjCEWebOGOIiHZZTX9Cb0Zk89O5vaXEh1dmuvc03wmTPYZnYHeb3\nGVoECHaCzgri18PsgC7HagPjlumxdkGlzUQCXXpBnYmx7Dw6V1oiPrvfukNftJWCXXjBk2ZFQkYX\n5t5rYU7e/XW6GXqjZkadCnJeSJjs8Xv72eJmNdf7rrvhditWQFL/hHZt7ejdhiy0wTZkNUczPKkw\nmCXrmb2HwVf1EmGyl58FIA/2TWDIQlQcXdNNVL1EEkHcUr1vWByiuPmKEjBiA1nPUEz30WycUmU/\nM23ux5FSuus/D9rxsGi0jtjf0sUplL47A6CLQ2/k9FOZHbqNiLFx0uCEtvSdri4ExqIRzdOQGy+7\nt5Wsl8DJR3KGQ03cuF7lRSgUZI10OfSMGYaqFwozcbgry0mmLwJuM5JCkeGZZoVU9X0nnqoB0qnH\nET7wZ9kpzN0KxXfZtpAC+lCvpmorwrwG32EbjLRg5Gh3AzK/7SyjPMg1e/l1pr1C4Si97kGvXYoo\n5reVQGBsILCYnDiLZmPXmWJIEc3WI46VAyB8pM6sxeFlNDdeQzG+nq+PWcibytlgI+uczEojlNo5\nMB0vFR3H991uHcjW7kWl8FdpxIdBXqRM3GgU3o1d3QzsvUK66FG2Q4mNd0YA4C7HZe9YgXUHV/pE\nKdurx4I5PsYusuKUQkknAc3qsPvPWG6qaO87U8xiWI9lxNDqxK1tQpGz7a2AkZYr9UKfifmhFoXu\nMIeVLY70MzC1+8au5osc3YBwVtIMtpFuXdHfafMOwDcrTtGmJ1ncPp9nPpzvOTxVL45bjtzDI34N\nfx6042HRaB2aDU24YznNqmIO4eJgW7MuTl2krcWmU25t6ArAh5xC6EKWU8QzT+WdlYSWoR53/d2h\nex+lzoA7Me4Oi44O0fcv6Q6OA/FUdjxy1XbVrvpuD+SNgkpdgAUiqSqbPHtjpwCQ61/m7pndFhe7\nZENQpz4SquPPxU31IjI9i7rD0rYjBM8qcfaNvS4yW81Cluqt8zqTYNKeF8HuMFtCcCcOoTUJd/Gu\nAwgl6pMXgae/05XXYbqvgVPg4mcsKsA7DaOhmnjMExjNc8ugExokhtmBLn704EplTxdy82kqKl0g\nuVMGk/8QAsLmSS3oDBvy3yHMELeObP+Sbw58zsPirwvvPHcxde4CvEMhxdcZYoRB25sCi+kF4HCl\nbyR4PrI4InyVB+FI0W1yrNBpnvowOwFAYVXV55TK2mvW3hGbO0F85JuRth/R3zm+ruLNx74VxmQM\ns4OshD+4mmdEHLRb5riiAyvP/NAwqBFkvcS/+PMn3uYKcfdHSnf/50E7HhaN1pEYQ5qKStlRvOkN\ni5X1zHdkAPFq5oIX4+u6wy2YW93i8qei4y6ruPrisde0BwccjLu7rhWXskedQnTFssTGzRV90aWl\nA0BPJ8liOSsAsb+l+o7VRHe1ZKjYLs3s07F9joLFOgvWOjqPcNEadRqqUeHvYZFyyKQaoDi8oudZ\nr92jyCiUnonOuYkvlC2u/bFZTFnpwjC/nS1GuKiaZYUlDGZnWCYQcg4Su0o+kGbl6X1hMXajPfve\nY/nkLXGiqcn14gbvBq3zchacdQmkfeoAvsyQENlb2iVVNOPT2Y9miFSeqpeKCvHcM0qftcLfrDlI\nnint2mjLsaa4cODXAKIdnFF6weut9w3P3Tql7gbi5/4/F7Om7kZmVAEON6YiJ1S6f1Uovetph0dp\nd3Mm24Gwm4uDbd9AeSGItd/vzeiM5pRzLpTKHi1QlCYsW7uIhzf5nHQ8VMufEYr/NPOln0V+Nne7\nh0dM6a7/PGjHw6LRPpraFb9SL485nBa3LnloktEcATi2qsKouRu9IQQ3iQOQB9aPflPGbbmTU5ye\ndgn9rUxTpDundQ4GoShubVAFDehWc7p51pmmaZYQ/S3ddc0PqRzP9NtIg79ANW0xuenJbhYuZA+0\nnVfqbmTqowT+7DrDVFYwlxPamBRZvQzk3S8XehuGq79R7cNlM0L0cCYbYtq1sKPOGeQGUbWJAMXR\nVaXjkg5rsEqz85heA1qDx6qfCwcLqzrvlnn+gjx0l+tfzqrjkB1pQQjIGEDqytt1uxTdGUefdYCz\nHxeTkopsDCjr6CyK1wf2QWm19dZ52rFv6vdTy5B6ozzPMidiuunqzn2oORMSOIOYKWngmW/XvG8G\nSRUTDc8M032kl55X5XyzgrzyKd5nLBA8zzA78OJp3ZKbFfI9y3ruMGFYjjkzocaC87ri6Kq6KFhH\nxI1EEvHsdNm9eOxeTGXlz4LG5ZqAdK0buO7Qn917eTTp7v88aMfDotE61N1UsWMXlxkUYW07oHGp\nRelWzWa2J5GhSPa9tsgVeVgMgOKtigK5BmnnQl5AknLOdfGuMsuHQ1B1SB04lmx6gNjfYvvPGFnC\nHwDy8NEwdS4SRn/UgiDUM2xRfNaiZgptJeqV79KTDVJJBY5Vn3YWrcRD06Pw2hr0Z7twvSbBO4s4\n3FHxHvNGUjVAMd1XJfXmOT3P3qYu5oTVTGjZxvqtqOlcoQvMtUsxkVo0Py5+r7PCuGO1zzPSO8vz\nR9rWJRLQEDaxiN/YV6V0Mzyp8E8LyrKZkLPFgDzvsDmAFaaiQv35jwP7l7gZYRZF0fFie2zeRAaZ\nDbBlPdPCa0W+7HDBVY8pqZe6Y+f5yLWXcvGrNvg+qONgd1lM9xUyevRpFpQe0sXnVKRoHSqhr2a4\nkx0WXJyp18O7YGMEWrYInwXQg03ngwOnhjsbT7JwVmMCun4vC/+4BU690OfT1OQUHrr25h4eD+Gp\nP0FHrIZZhVovdPcjAdg4qZDAekmHUrXu8MFci7Kpc45MPW3HmFq+QjCmD5DZWICzRGq3coi+WDvV\nMmWFbDvMCcCxv0u9dnEZwNlIyTChZq2wBgeGCr8t8w6eOgzbqVkaIbi42JE6OeZTGUEtywmD2KoB\nd9rq7RQH27AMdmW0LFx1Xty65FBVKjqot85nJa+xuwDH2s0PSSGYKYrJnrOirBA0p99DenKe+ZjH\nlDGJ7Nq5KSH/7j9XW8APfbPYEdjvi4Q2ZamMOPfdsq6oJdyz9xGrvi66VgAoXovdIcKf+hHEc8+o\nTsj0GibYA1zZb4WymO7notKCk3TR31Cb/95IixtJHWZ4mHYvaods16PJmx75ymcUXtrY9flS7G35\nIBo19R71wjcRxnYy1lwx3UcY7ymrbD1DeXhFWU5rdQmQGy9nUkHbZcAcBFqzGevc4nAnh001ay2c\nKVIcuqZHlann62NzII8MvodHRLrrPw/a8bBotA5ndgjzMooqD4LtjzFwzDuoZebm9hKhzNhsYtYB\nrR+EDCnLxPZuhS6pYIEAiJ8XeaduLBTPHqf616EOLjyymuv3lx2HeNrDXlnPgaMbaiOxmvvCbXGl\nANjmz7iQZGpsrIYc+q5oIDfnYpFzQczHCdCZjjGq0kvPaw7F4WWYr5FlexhskHobOVPEducF0+kY\nOGQU3GPnBmW/NYNtFAdfged+2HV1ASV3qVyEzVMsLMawyFgnElBzYF5VtuNNoVCLlHoFy3d3VbkE\npxaD9hi5I1j5wFy9pGhKaL+3Q8y+0QEuODSWZsXNhC6MBplZETG78zjYpp9Vz7s1WS8QJns6J7GO\niuaEMrtNhX+FevsxXWgluBYpVQPgkfces9YxhpbmoS+OERnUsfcWZy1zXdgLFpwT53xjVW+dR9w8\nrR07oCQREZiHVmSmvIpDkw/5nTTC4uhxyaKWPHoeBVLZyRG+ofQBvywnKA4uH5tR3avjYafxJ+T4\nsV+96VqMWCnlNnb6muUMwEznnEK6OFLclaKmSL67QUq+iwQHyUW2GvGcbKAl7uJCy+KiqWO1QxKK\nYRMKS0l32Z2+LiIxUiTIQefsMKvNwSE1qbsSa8TdJ46992J+21lipqNQa4hetgGH4s9m8+BDx7XC\nDK4dWbUM6cjyKiZ7kPd8EPXJi7rwtCicZlaoFiuVs8aOzS0AZ/+YUC11N7R4WGcSNJAobuwCV190\njN7hH1PLc7ffHubGPmG5Fhxo84FmeBIoK4Vo+PnY/EZDkrazyWJ/i1DcwmEtC2tKFHCaAC31NvV3\nW9EPpcKSZY9+XLOsb+HOu512Z1RtqdfeaVmWh9QsshwOp043d2sSdOHe2MkiRH5mYpudQLYU7xn7\nt7AYI1z9IkynYkN7/SUl1jtPIE1v67msbe7XYoGFEsXNV5RSXXY9JMk6BbN2sU4lu/PqZifMDvT5\nWM1905SqPl0S8vNm8JwsjvQ99TaRuhtq638fisZDcd+foEMhqBkwvqk70ZSQyNZIodRWezVXtXe9\n1F2UCe9ChqpMT6HttXrieAu9XnqHoYtql3j9SF9PBJayZm6fhteqVcIAFu+KEDTDoM26ShHJ2n0b\nuhqjxbqF9cK1ELKa5Bzo1VQfRBtomvCs/b5APL4FzdnQ2a3JF0w65BAy9kbeAeHwBsKt12CBSPr+\n1hSjdX1hA+DOvKZDSUVHLSm427TsD4Mt8OpntYjtPJoX21KLa6yGx9+HLaL2HtuQms2MeiOHOprR\nGR/2Hgv7IfvNtDsmiss6laELHn2WYhBYSjCatQZPdY/thA1+88XcNiEc8kq9YkjSAQWhBif21PbD\nfLbaSvQUUUxvtQrGXPU3vFZG37bvNUgsdQZquHjmSZ8lyXqO8NpneX8u9P7p6+zA7huDIvVi1Egb\nO4h0Zpb1LBMYyp7OlIya2x0e25hY8JSsJm6pf+zZsc0H8+Lts5H1EsVtUpbL3nHn3Xt03I9OQ0T+\nKxGJInKy9bV/KCIvisinROS51tf/ioh8UUReEJEffyfv7WHRuPPgjj+dOJctnDdPoZjdUs442TZx\n9wm4QRvgkIJj4KRW2q7TMHipl2ibGyqzhWFH9MwB4FiuwS9u90FdgOkzfDBddnKM6nIMGZ3ULAlb\nfFks/ChKzQwB3G9IacYj7mQp8lrNPQM7LKduC+LaCZoBIpR0cG2p20PpuLUZH0qsEc88hbh1VgsG\nF/8UCvpWtcKM1gsvkPa5SLOmeIv0SRZshZdWSBefgyyP9Nqxg1P4bA6LcXXIiIwctT/p6zzErw9t\nXQxubN0fbX2DD5BJUNDPgtCeDa+LjP8X4+u5GL/2WdX0kK1lxccHunbuzBOx12vPw8z/q9k8pwsv\nB/12TcONL3nXZNCqLCdenKwbiFTMG1PL5mda7HWzUYyv+/3t3SAAnDiTPbY6A8SuxgD4eViUcpvY\nMdhE0z+hRc6IAauJs+hcPBvMpmYGy4tRm/MN9e7i69o97Z11yc+E9jUoLDf96L4Mwu+1YaGIPAqN\nyf5K62s/DOCplNLTAP4zAP8bv74N4KcAfDuA7wTw0yLytgc7D4vGHUfqdLngK1SCZqUunD0ySia3\ndFjLHZ7bPDT5AbQY0WMwh+H3lrcd1K8pdbpOkQ3L8XGc1hTC5nfFmYW9LgCfwVikq+4WuxxYjrhw\nL/17PYSHsJdrQADOZYIPXb1wxSabxJk1NbscE1NFUnjNrsQT/Ph6YTll1zRwCMqzxG1HWC8d74ep\nm/ne9Jy102gPXbV7UQ8uvPAJtY3YPAdAFzyPI10vfDitHk+ZDZeqgc4ELPnOCoO9NguMY/tU5ttM\nJdOvF/7znjHSMlxMnb6emymnz76HJ8BZCyndzpALzK6wwbYE3SkPtlHceEmvaxvmnN92DYZwZhTP\nPK2F3tyUF0eQ21e10+MmQgfO7GR53ezeMTjIzR9bEFB+Zvr6uS+OEC59Rgs9MzZs1qGphNll1jYA\n6iSdVeH2+qYzUb+wKSnMGy0DxpmnZtpzoc9gyxKHhAfTQOnDWbro8l4e90Gn8T8A+Jt3fO1HAfyf\nAJBS+tcAtkTkDIA/B+C3U0qHKaXb0OzxH3q7L/zQ5fbOgztpJIq2RHyBDYsJmtNPOYShHULllNZm\nY5fU2JELxDzjoKk1whJ91zKYAVxYT5E6XaXrAhDQV6ioAJFccMxt1owBQ+kQmJgYy9g9HOiGxVh3\n3pLN2trme84siRVhiQ6kmbGtnwOxyvniKQKxQdh7GTI8AayhA8fVDMVizEVFxX62kJpRoyp/KeCj\nl5HGeTaZJdMbKU5PaE/qFSTOCeWBO/Js6Z6qgeYvENdP7/1uxHqhSYa9LaATIMsjYLCNBFBUp/OQ\naItfKLMNS71Wy5B64UwqH/QKacqdgWZ8D5hMaL5kgC6MpspeUxNAKBIFactNzjKxYuEkBs47ivH1\nrGCfzfIcRAJkflvnLDuP6XyjVehcB2EOxBKo19hEmOxBirXmu28/otdjPfd7G4AXuOLoqlKn+ycQ\n+1rUw2oFmR1AmrWm6lUDhMPLam3erZBIm8aJM3rN6D5s5ppRxCEjY36pSwA3D9yAoJPjhs0Cx8xD\nzVo9zNUyPswOUJifWtU/pmj3zUcITlJJzKc51iXdo6O5h/4gIvIXAFxKKf2RyLFo8UcAXGr9/TV+\n7c6vX+bX3tbxsGjccfhO2lw6jZLJB6uY7JHvz25hOaUluLKY3G687GoXUHb0wZCAxqyom1pnF6Hw\noaPuMrNitaE1iLXScvsqcOJcHsLGWsl6XtBy9GwqVYFu3P7Up+CNNE8NYeo59htWYy8yhgEnew+0\neFeab6MJgueedqKg7RA9cnM908W+Wbc6qKnTRhWqK5l1rfCUOa76Tr67od9XDSDzQ0hdZ/V1q1AY\n8yj2RkAJ/92xv815VDyW856scxwM/DNO9ItyiGw18U1D2HsZ8czTLbptdSzK1SxINKFvoAwvLmhW\ncCIhRmM/JW4CHAqy7qelCWq2HvG5hmkLrBhpsdKr7x1YKGlFMqTGiM4F9RLFaopmcJJzGkF94lFl\nKY2vo7HQJHZtNjOxnBhz7UUoEW1YzeugC7V+TuaLlUKhzwI1Kxrtqte8vPUKmu3Haadi7zvkwrma\nqa19KFwpDoCwlMJK9hzG7jBb4/B+z84FhNbM9yqUQAWkFBHWRhqo8ZEfGuFDvzl+dxaN1znerIP4\nw4//Lv7wE7/7pj8vIv8SwJn2lwAkAB8G8F8D+IHX+7HX+Xt6na+DX39bx8Oicedh1D7enIGLCQB3\nvE2hBDoVwrUXNHejJfxzaGK9yLukUAKrGYINuYsSqalV1Wo+Si3FNwLzCQz6ijXiqce1zQcyLmxi\ntk5Pjc+KEinx/EKENNGtOABAlnP3tDJzxVRUaKoBwuwgL3Bmy8F2XwVU3Dqdezrvepkr4ZoE6EIW\n1ksnBUi98vzqzA7j7KYd2mOdjO2OjRpb9Z36ijIX71RUCFT9hpXSiw3btuKAsofUHWl3Yq+dlBnv\ns4o2jbq7oYsaWExOP+Xv0WJuZTnW14m172DD/BBStwKTqDXIgkGN5qqzAAAgAElEQVSzflf9gBsM\nmlNvd4Ty9msKXbVU1ak7zO7FKeZ5FzcDufur8/s2llaI3lGGVS7aiLo5iXT5BUBIa+73Vt79K5vL\nooi1wHc1I55MvnagkyzGQB3y5wntWvR7mc1h3ZgRNuiUIM0a9fZjCjvNDjhXW7IznOWskEBCRLWh\nGwrOpdqZKUoMOMyzxek+mhMXSLs9QupvI91jYP7NZhXPfdf34Lnv+h7/+y/8jz/3Vd+TUnq9ogAR\neT+AiwA+LdpmPArgeRH5DmhncaH17Y8CuMKvf+8dX/+du3ojr3M8nGnceZhGwywYVpNjDB9p1gir\nuT4MixztKrFGuPWazju4g2xbT1iec+pu+IJoIim1MK9bxWCmud3DHR1ME7cN88MscJMAObis9uqr\nuRadVlqgQSbFdN+NCp0dBBB+M7M7ja211LQUSqUTz25l0ztmfbia2URyTO0zlpUQ1tPh+SovmGaS\naNfDhpS06PAZTYpeuAxqcf8pew+mhyG+bwFCPlOw4sPuKMN4K18QU9nzRdOzHKJCiD6wBegNVimm\nTujPNwL8rCw10bFykiUs/jdQC5NEKB6lxTpZWmF2gHrr/LF5SrN5VhfGFcV2LedYgMSISF1J+72Y\n2yyg8FV36L5i0ma2EZ60WY1BkL74cv4R+1uqneDMCgBip08a7yDb8rdmfD5wp1uAW8XY5wB4UbHu\nJQ62XWluXZjP6Bj7q7buy9zhdfpeVO0eksURiSLiELLdV+aQ4Bkm9/C4VzONlNJnU0pnU0pPppSe\ngBaEb0sp3QDwKwB+HABE5LsA3E4pXQfwWwB+QES2OBT/AX7tbR0PO407jtgdqrq26md/Ju6Uw+IQ\nTf8Eue8d4NFtYDGGxI4+MMRh0awQ9i8Bo1OKay8nDgPY4ZizCb1ig9jbVIUtqZxuGd5YvgZt0AOZ\nSZunES2dr6gQ1kskgRacjtppN2YgtxjruSzGEGvlK/jAG2WlO01SXyEBdXfj2ELfbOx64Ukc8qu/\n81ohCdvNpghpEQGESW0AXPAWuJOtTzyKwN0s2sE/dp3MzqRe5QXRdBnM7HYRpe2QuRg7LNUbQYw2\nbCwe6zSCzm5sl66mkbX/W+yN9DOyXSs7L1nPdP6xONJC26l8wTdBni0H5jAQ1nN3prXFU9ixhFWL\n5hpK0q37QHvwbNeH10BiDTCD3YOM2FVJVKq3EgeW1JQMOP+Zo+FuXIDsXmwRu4RQdZg/yV0fuwT1\nsVr6vWqzO3n1jxDPPa3f16x0JmILd7NCmK2cKeWdoXVKhN60Q9DnKaymmXINwJIFTbWeKtqMdHro\nXP2sUqJ7m/7Zp6Kit1rlepbY33YR47087uVM447D4aeU0v8rIn9eRF4CMAXwV/n1AxH5bwH8Ab//\nv+FA/G0dD4vGHUdYzdFcfRnhsYEPLDVxTX2V2mZ5jt2aj08oMs5+5um84DK21XfIvgtWfx0NFSrz\n93AwqA6qPaDagMwOEFZTHbYvJ/R5Gvo5p7DiHGCIWA25CHV052/MKgkaGWq7sPnt41oLHm4DUq90\neN9OCiS0JcupP+i2ADqPnnRNaVZqS93vaa7F5jl2CK2sbKbMSYpILe8l4++jtSipLmOiMabV8NiA\n2KinJvBzyKqoqCmp8g6YHYztphGCLvCcs0Qr8FyYvbsAvIPQ6zHLw9zlJFusWNcUSgArh7EinW3b\n7KPEa5+KbO9in4espoy37edBeWHJeNrFFWSHqSdXDqGy8wjE9YvJTax3noCsjMqtXaWs5kBY5ehe\ndgRC6m/qbnh+izhRYo2wHKMebGsBmR+qAHbnvM7tSJ1FrF00CCh0mUTcvsaLbKdPB4YOmVNKo7Yc\nex1gk0nIzz/RBThM9714eCfdKqxtFlUKhdrir1eaCYOWCPVdPtbx/lSNlNKTd/z9J97g+/4JgH/y\nbrzmQ3jqjiN1upAnn/NMDKcq1npTu5VE2dPvTWTPELtWVXjhu2FbEILlPQC6WDrNkngsvf9tYOqu\nsWR9xO5Qh82x9oXFF3cQ7jGvHbJifCEgpgwJnqCWqkG20bDCQYVzWIwJNSWmEA74ehYr23MFtIv4\nrIjZwlP1tchK0PCdwmxJ1E4FEiDTW/maWNGy9+OmfotMyeS/RxoztoOcfCEnGSFyFiLrBcKlz+is\nwmZADvVYml6m4qayk3fbNh/irtUgRFcqdwYKITUrH1gXk708dJdA1brNJEImVbg1R5Gpx7bAcpFD\nKH0n7dkfACwFUOoVmsG2Fm7boNiGhtYjdh3rrfP5szPSQ2plboQyG1sa1NXd8E7DLdL5u5sBc0CE\nscAbO4h0Ek6dgVOBm6EmWVoHJ7HRe8quAz8LRLW/V9X5IaRWI8M42PYUQ2MDxkoH4cWNl/R+X810\nXjQ7QAqFfgZ2HSyOOZSqCD9xAXFjJ9/z9+j4RlaEP+w07jh+7Fdu4KPfn3Fhgz+MsmmL0lf51/AB\n0O9Hzs8oVEXeDLad5dIe9PrP9DaRbKFqifrCZM+pqL5ocwhq8BPAgWN3kwNs6h5WM/XuIWvHspr9\nte2B58IbFmOAGLg+nGRaAa35wwpIC98BOrz14h8A7/1ugEwrAAjjPfUcIiPH7LZRMPeZi52sF9mq\npL1TBFzEV8wPEYU2HQxICvNDhxBNT5E6AyqGN/T1ig5kaxeoOZxnSJIsJi5qNAq0iQHDdF+tSI51\nDHD/Ksf3mcFhsFyi19XrvQ8AXwW/yWqi8FDZy/MJzmQ8N51zEqmXGtRFOnHqbmjhcGpznjVZp2ea\nFoM/ZbrvtG67ZsX4ujoK0G7DYDWdTzS+8ZDlxEkUTYvOC7s3bDMFLYQGI6l1ij4/TcuORpoVEq+P\nWKdVqu25OSfYNZQUjxUs2xzV59/n0a86k+kgLMdKNDBXXyveDO1yLVS6t51A8yBWg7s8HhaN1zmc\n0cQjtOYBKCoCiIzZpDVHphEix7e6+Z+62rpn1XqRWVCEgQymgUEdhD28W6hKhKOrDvEAcNhId8cb\n7k3k51FWaulu0BrAhSBTRmUxBnojteYou0hNrQtZK6u53dHoF/ThMxO81OkBz3wHiskemuEOkjGc\nehs+IDVqqqbKUZGbVPhokJs06+M0ykrZTGZ65wFEvFaxv6WLtr0fLuTJ4K2io9CF0YVb+og42s1z\nAUJgpvRWS4qZa3CkXtBjqXTYxbQyqTUgNsjQ6au28PM92M7c5zJcUA2KC4txXhzNt4nnHblQx/52\nFthxs2GLd7j+IrB1lgl1iwzfdZRVV0wWShmvhmo7QkaU2Zs0/RMKRbXnSj7/GmTyQ4sJd+d9Ic0K\n8tKnkJ74oHcTYbJHm/QCEpE3TSSLJBIGUqeHYBsIm9vUK32PnIHZzzWj00CsUZ98zBX2Fstr7gbF\n+IZ3pi7sNCJE21blHhwPYrjS3R4Pi8brHe2bva8tsjGM8kNSUHQUgcCBte0Qq9J9gTxbgkwjUz6n\napAHsjTKs129D7rXahjXfPlTCM98u+7eVjPFZSXoYkt6p0XCKhVWB4eRzBpZKwcewFezZHje9eZZ\np1v6ZbAH2KwsygrCzqIZ7uQkOBMuGnuGBSkxXlOW0+N22/XC0w1TuXbbCLPB0D86vzDlvKSWdUYo\nfKBu52nsMbfysAW5FbiTQunU28RdvMTG5zK+sEiANDVQUFW+pJcTCxoAF1cmQLUZRlc2DYXtkmPt\nu3a/Bgar2bXi61rehw3kw2qauxr7YyJJXwQ7Sj0ue6r+ZgcWB9v6+XSg0A9nbY2l5a17yoKiRgWh\nRHF42TcCwusl89tI/RPHoC594ai2OkHz1G1hl/USzXu+U8kO67nfbwDysN+uDQV+dr5ebI2KC+QM\nDEJ6wnvOCyPv61Rt+EzILVy6wxwr29ocHHN9vkfHgxiudLfHw5nG6xyaTLZG6qqhm6lIPZqVLq8u\nQEpMWWNQjcQaBRc0x/itfedD5mpsw68BXxBA9pS9dnjm22G01bAcq3iNsEc4uEIb7MYxaU/Ji7Vi\n0qFlJcJD6sWxOYF7XPG83ENpceQsLo86peAvWipfmz7LgqXBN6Wfjwm2PE+Dr2eBQoFpdc7OKjVb\nXa5/ma/RZSdWuvhPQ6m6GZ4ipRKNLpKp6OiiY0Z/pHzKaqLQVTfbUvjcgaI8Exyap5YtxhkuWmSo\nsbLEOaWFOkQYdKdvsKDbrlvH49en9DmHxQmH2YHCfi2Y1JhZKg6NTiTw7In29a0XripPoVTltgR3\n6vWUPH7+YbLnsy5lPxF6ahEMnJ7LmULsjnRjEBufbcXu0It5s3nOd/pwWGnBYl1D9i+595RZ7Zgu\nqTx41a8vAKf1+izNXBFEhbFhsuewpYdUvfpZhOUYxWTPnXNtqJ/aPmz34HgY9/on7NCh2TBbd1gW\ntwR/IAxWAkBvm35mcHAAmLMwlnmnzgVYmSR0Uy0qfQ1Lo4PtZAOihUA1GT9GUaIZbCPsvYw02lWv\nK3soF2PmLPTJINIHMnW6jNWc6e+yxDvzoLKOCFC4bL3Mg1x7v03tg9TU28zKci6cZnKo3VcuLDZf\nQYq6uy2qlt5ggVTSgn41c1orAMTRGeDkI3otzO6i0UJo2Re++xVlmyljJuSFg91T6nTd5dQsKnwh\nj1kdLmYjQxgjw0S1d2V2tLM8rMi3iRKIdRY+GrVUGMrVnolZQZOg9wZ/h9uFM5/dWUDdDacEO+Mu\nJR+2u5hzflvP0eCw7tAzyb3AUttgkKUOlRfuFWXwWnFwmbv9GsX0lt+jqTNgauSmf+apGiAc3cgz\njYaBV4sj4OqLLpK1zHsjjtj9XR5dcwgQKboRaDi6Qa+xWcu3ap4DphZjFOPrKI6u6c/tXtDOZ7jj\nVvyW01Je/yI++gMZgn23jyamu/7zoB1ft6IhIj8rIp8WkX8jIr8pImdb//a9/PpnReR1lYsi8k9F\n5Asi8hkR+QURKd69kyO9s9FiEYnFK4tplHnjZsa3mnLwXbqgyXetnG+E5ZiL+B3WzKRgRupCPNOZ\ni6ekhGJ8I7fY3DlaJkYSYdhN5bCVMUlkvKeK7I1d5agbLl9W+b/cpQshIUCHrm11uJvOlRnPV+il\nyZCREMKRkONoGT2bbAEE8jC5N9JFeTFWttaaSYhRF5FidqAD7VC4VYktmH7uXIR9iF6UvuiH+aHv\nMp3mDKC4fUmhLQb7yOJI5yLd0bEigGalO1sWEiuylv/g3YF1kWYFQ7KDLCewACwT8rUFjO6F1BIE\nGqwHu5ZmntnohqIYX0fsjnSTYNTeoD5XhvlbN+isOHo1qfst4S9CTTY8N6hUHWS1EITJXk72Yw6F\nBTDpRkBhpOLoKoR+X9pdaQGMJx/1TjOs1cAyLA6Bc0/DnZ1FnMEWhzv6nDUr1Fvn0Zy4oLAYY2JR\nVmhOXVQo9cSjGXpix+eiUhYxlJWytKp+JgsEZQumsou4sePmiffiWMd0138etOPr2Wn8XErpW1NK\n3wbg1wH8NADQsvcfA/iRlNL7AfzYG/z8P00pvTel9AEAAwB/7V07M+6oYm/ktE3Neuj5QqhMoI4/\nRI7dmr012U1qyT2j46cuEuXhFVjqmawmHotpLJTU6eqCdeMVJBG1kO50YWE6Zl8t7BD0QeiQMtpF\nCoXmfJx8VF9/ftuZThpTqwui6ipoK20q26Jirkf0ouJ/gKyEtvwE2jXYdVM+/8Qtvw3Djv0th0t8\n8eTcI1bDbGQYG925muHicsxupsl6CEKAQvjNB9PtwkbKsxV5mzeYR1TkYhLmB7RFv6mfb29Ti5kV\nIVKcUzVw9ToAvyZGjbXAI+salBJLpfxkD2F8vZXZTRp3SnmmYMw8FkAbNruugzOsMDtQk8jFUYth\nNtDNB5MfjS1nBc0Ebprm2HX4yz5DQMkezeY5Lypmle4mltYpgZCpQVCDbd3Nj87oPWtwWpN1Sc4I\nsw1Sd6jstFLvd4NVNa2v5/ewLI5UqNrLmyybD4XZAYrprUzrnh9SLV7rhsDCxJZThPUcYX6I8uia\nGlgyJ8cpxvfg+EaGp75ug/CUUtufeAjVFgPAXwLw0ZTSZX7fzTf4+d9s/fX3oX4q78rhCwYH0bE3\nykIhPlTN5jn9d6kzdxxAqno6RI3MUqj6iGFbmT+LQ7V37hiLaukYt7mdSqyBGy9DBhuQrR3E21eB\nrbPZXSxqB+RFgDssG54a9AWAql4TTrEjoAmh/lvJwjajf9Bx+AWAK8iTiA/sbSCr3PuGOHyTZwMA\nwDQ/G3pmi4naabRaCEwTMCRds9SBKX2NUscyKjoZvjFqKqCKaYA0y7XvgGM1dNqzwYymCpZGOwdJ\niQFWtbumtvOobcNg+gBz7PWBOd+HLYg68K+duhuHO1pUufkojq6i2XrEmWduU29Gip2sq4mdPtwV\ntwX7qIiPFvxHV/Vj3tjVhd02HW2ab2TOOaG4sNAiH1LUa1+vkLodZ7gFU+/bhqA30mLT2jwkAKmf\nvZ6a4Ul9z4Rfk3Uc0A7Ud/SEZL077QxIIVbbkHTtS8DF56hgr7J3Fu1jUq9yyNF/p6ggsyGl22DA\nsJowdriL2NUiG1ZTvZ9qe366AO5N4YgPYAdxt8fXdaYhIn9XRF6FFoqf4pefAXBSRH5HRD4pIn/5\nLX5HCeAvA/jNN/u+r+mocx5zEvGca6FddzSuOymNvhO6/iWFRVbTzJtf24Ov0JYFGnnwEqALGKGa\nWA0hGycQhztoRqeRth+BByxJQBjvuR+WZicTKokZljiGoxPf967BhtnGcCo7vgNUC3PFoC0MyHKZ\nJTaeAIgQvGAAQHzxD/Tlio7uatlBpU6XC3Y/dxfeUahC91igT8xwT5gdOJNIZwDUCsSYB/iG66eY\nlcc1fauK0rH2VA0Ita2PUYkNB9e4WnOyzeI3Y7bF/paL4IrJHinSLRpyUXkEa6oGORKYzKm2cDFM\n9kjBnrIzWLjdifsytY5U9loxszZ/Gvj7TWUPxWQP5e3X/Fr7edmcwOxg+LMIJZrRmdZsatkaOIvu\nwG3eA2gXQ6uRY10nPwNp1g5jhtkB3JKEnln2s5bOB25CZHGkn/Xhdb0uF59T77ZY67Wwro33kXAw\nXkz3gbKnnYNBpctJJiRYV5OiwsLTfcQXfl/9w/ZeAQ6uOJpwr44m3f2fB+24p53Gm9j7/p2U0q+m\nlD4M4MMi8rcA/A0AP8Nz+iCA74N2IB8XkY+nlF56g5f5XwD8q5TS771r591yo/Wdfdl16wmDYczN\nVnHcAJx/FjGomM+7FBvAoXZDGp2TDH0IaAPy2N/S/xZtpTN3ZdRSxN4GEhkqpuPwjACyg3Qgrgll\n6ug68e5AmrXj+7bTtywC25Ha+aTW4iP1Wgf/XOB118Yozvf9e4AN4Dt9RAnAxq76Da3H3O3TjTYU\nLHB19jIix95U+OZUaoXQXvOYZ1TKil9NBawyxGOLTdFRtXEo6celnk8C7Qg9l4GhUcf0DzacNuiI\nNOVmdMa1FT7MNkpyd9MtZ0B9jHdPpLz658oMlHbXpMaJZs1P6xOjJ6foi22YH+pO2z7HuuOCNxcI\nNqssJrQCZ6/NWYwm+PX8nMWsV6SlFrfZS92iB9v7TxFYLzIBxF7LP5sVYLRt3kf2b8VyCpndRnPy\nAoTdsMQaaXBCNwlVP1/DaiPThqs+YqeP4vAy6q3zrm2xYmXCPiWvNOwsFgjbuwjj60BviDTcPvZs\n3YvjQYSd7va4p0Xjjex9X+f4ZwB+DVo0XgOwl1JaAFiIyMcAfCuAryoaIvJTAE6llP76W73AF37l\nF/z/Tz37QZx69oNvfVZU0qaqn0397KEsA9k+a6DRXXbqmLneEuiNEPsnsh2J7YolqKIW8AfQRV/8\nmsEUnpTHXWLkjj01tLCw+UaMWpTI4AmzA1JUMz7ukEDVz3OF9dK7E82E6PnCK+tlFvm15izahS0h\nKaq62GiYlpdhBRZAWFFgR3v2JAITpBlF03eFLZFXWM9dpZy7hCXSsJftJ1gUMuefWRrUN4Sjqx6K\nZQu3wTqm6De6rXUFfl/ZELx1/WQxRhrxc7OOgDCQrGbKaDKGHdlqqFf+mbtuImnHlPon8msWlfqA\nWUfCWUBKESh7+nlyMRcJudiuZsc6SDdJ5L3mcyUTxUXa/oPZ7LTnSN3ghcST8IpM0za4Tf+SYSeb\nwZj9SaqUnWWaDvvcfQ7EPBSdcZUIgM+xrAPUbmmY9T407jSvKQCqg0opZ9eHMs+JCIFal2fRyLJ7\nEalZIe5fQxhqJkki8ePmC8/j5gvPv/V68DUcbzfG9UE4vm4zDRF5T6t7+FEAX+D//zKA/5lsqC40\n0/a/f52f/2vQGMPvu5vXe+9/cPdz8g/9xiE+8sNbQNTF1HZ2lpoHwLUaKRW+WEpsEKs+mo1T+jU+\ntIpzc8fFnTXAQsLBnbbgJa0POu4h1YaaUm+E1NRqWd7byhbextwBdFceG2Lsk2M0TtvpS8MuSdac\nMXSPKXDbgjO3HGc3kMqO2kyYUh3QQXNQd1y39gC8gJh4C0XMVt+Me3VHWAkeHGVOwb4IFCVA+qm7\n5va3tIvgYQFU1kmpZ1Nffw7w4ooUEZq1z1h88bOibp5QbVFZUtprcXRV51FltguxmVBDU0I0q+zo\n280ZKcLhe1hOtWAAaFuHpF5LE2S78em+FkLGvWpx3oIsmQrZ29TCycQ+vx9aRAMULCiLo1wE2wta\nMnr0jESDsRI/TGjpndGKwrjCfbv854squ+mGEljN8vtiB5mKSvNQvDtakBgy1Zla95zeOzSvVLbf\n0Lt6c+P1cLGqD1mD0O0E6dLnEc49CZmTYryYAiSnNDZbKruQJz4AoWhSar037txEvvBrv3jXa8Ub\nHQ9nGvfm+Huky34KwPcD+EkASCl9Aer1/hkAnwDw8ymlzwGAiPx6i5r7vwI4DeATIvK8iHz43Ty5\n2B3SGK+XLcFN4c1F2jDhVFbcqXdh+RLOJKnzUNBzIxqyOkg39UwCPrzq909b745SIB1rTxHNxqmM\nzd8ZAGVCL9IUDbs1GxPPBklKe3X2jv18WTGn2ixQOk4TdvuFovRzdwYKhWmRwUGqJj7i4LWTrSlY\nCML8MAsBJaA8uuZhPu1zMSjK09pCSS2ILrhCJlcxvgHP06CY0YzwPDWPxn+p7Goqog3qOaMobl+C\n26JzwbT8C4mNzgGsG6PdRio7bmdi1E8AmRDQhtSADNHY9xoryaxhujlaVymuZgLY9y7PFm8ApONO\n9GuW1WHWH6RAS6y9wJgAzhIpw2RPv5fnCSj0KOu5M9X8fVin1h2pwJQdm8Np7CaP+YgBWjiipgWG\n6b5ShoFjWhAAzla0TA0tyAv3TxMSKlLRaXWIyiAMj74XqdNHs3cF6WgfaaDW70rLXaF5+Y+0a01J\nWXydgdv63IvjG5ly+/VkT33oTf7tHwD4B6/z9X+/9f+dO//93Txs8RDLDLgDDwaiD+bs6zZQDtN9\nxNGZlplcDyLZhdSomKabMHNAd1OVkG0+DFqy1y8rha84KHQ8t23LXWS2DbqVvwfh4huW02xpLsEd\naJ15xdmFzgSoJO/0FVbjIuJdRdk95hkFUo1jb4Tm5AX6AjU65zBoKXLgTEdZFBXWp55Slk53mPn9\n/D2IEWE1dphMaoZkzQ+1uBUlogVhmRdVrL0rUa1BC/KAFkP/nNkBNqMz+jv7SgiQxRFgUOLhNcXZ\nQ+k26gilJ/ppQc45HG0WmkFDqnquvWCE+aE6wzINMIUFguXBU5Xt3Ro/49y5UPfSuleMPZSqQfaG\najTlLneFDA7rbuROOEW3GQe0Ay5mBzpLAfLso15DqgSZ7OW44v5WhlCLyu9tn0fwfG3TYwU2hZZ+\nZLijaX3DHe+Ow3hP5x3rBWLVa9079TE3BtWiVIgVNwuPvQ/NS3+I4sQZpJuvIQxGqM+/D+G930WG\nWvdYIfzID2/hQ79x+HaXiTc8vpHhqYeK8Dc4nEkEcPFRx1jbmfqNa4pqwiyGv/pDSnsP4fzA7Lyz\nMd0ys6/swQDybtYMCM2ywgaThCvCcqx4Ogeb4jhw0nNeZVWuUUg9QtNmKnYI7UsowDNleb4o0QWK\nuhB0nXljO03bnSuBYOWzB4MVTLgWu0OHU2StflrF0dUMjfE6hOWUNiWajmcwnBasji+OxtM3Ow1T\nOMfhTp5J8T2qliMet1bh55I6/fz/vU1Is1KPpe1H3LfK2UD/P3vvHmxZdtaH/b6199nndW/f7ukZ\n9YxmJCSwNGBQACW8QlICzCM4NhKxpJRTZSCYkMSBP0jFFVw42ElMbBnbUFCJHVdIAiS4jBNbElhB\nsg0REPMWSMJCI4H1mhlNT0/P7Xvvee6z91r54/t+31qnp6f7zvRtzfTorKquuXPuuefss8/e63v9\nHiZX79DpglxXIphUXnxo8M/93PKy4NifeyBLlAMeEMLqaHuT43yqTFbY6qyHSKNz3srywTFbR6tj\nDcpWKVP9NjXqwhdWJy6nHscHyglZHunGXtUesDUYp6yWEHvnhJTH6YGLPBPCrvvWeEtjRaWN9hGu\nfVqDet/a3zUqKAm4UsGWK6O9h0N4Y6caa4aaqx/6Y6oM/dAXAON9VNcezTI3xgWhkVM/vefWm8Hz\nWDtG+GfhCotDzbzY/qlq3WyJjgHypmMyCWwFxdG+QQWzWi5nFvXxE7rZbtbWKhm4/IK+T4GmsVaQ\nl/C2GYX1yRYjWfoW1eFjGWU0GHn7ArCNly0DqueW7RLbyAGbQ9Br2+CvsZBg8KGxZXypUYkLqqX6\nOUkKle337nXmuHIdmkxsjMpnYYsrmiR7dXJZfairgQet0M4L9JcY6mzkekzJ24mNZ/z0pWbv2s9H\nu9RjN4903+Qpr1HMBThT0IH8IqOE+tZaJ9GdHQG4LpOsjr0VpZ/Z3rNubE60cYVcug0CMP8IZTrH\nvftM3+mcufAVAZ4zKLvuXC6+nfsgnNLvsj7JCKeq0bnIZm0qA5a9d6utwOqkvD77b5NIF8cH2ePC\nggiXe4xvVi4DIusZpGs1APWdc1X4Xv29r87yNM00CyASwXnYjS8AACAASURBVBZqky+5atXMxitI\nv19ilrjpDx50oqzzOQxU4Fwrq7zdDvaM150MGiLyxSLya6aa8Zsi8mXF735MRD4qIr8nIl9SPP7t\nIvIREXlERL7tdj7bTuX2WVYaTvNNZN7bCEE3ZtdrKrRrbIYhsBbJlNm4eXf3HUK3Nl9ws0vlfMOY\nrz7E7Fr3BfBNBXAoLYODw0NDjf7eV+vzuhYCaO/WZboHOVOLEaiQocIFf0IJYPZcm4MoC92QN2xj\nmUR4qkcuaY16hHDlXwPjfW+nse2QRHKVVjU5EFOVdvE00Ju17mCMAHhbCimieurjiAf3WyvN0Fhd\n6+ih7B1OH5ElJNSKZuJ3VY+dIRz3LzkizYEJnCFRM4rnvPicAHSYb8gq54YQnZRiHs6bpIl7YLOS\nkJB76RIAxvZk7P6NaoOl0TmrKJM/N8yv6oyjJ9pt4sfrwZ8qvgY3ZpuSnBpm6z4/MpmSsDzKgYVB\nlz4hoULYLAovC70+VNKlcQfIrFdWmzSJCX9aQuJAED7fPDpg8HVu6N5uZVLQTIHBCL2h7ihBgxTV\nD4T+GUQFSkD62PsRHvhcDbz2WWV1rPeCz5JUzfdOrDtcQfxNAH8lpfQeEflm+/+vFZE/CeDzUkqv\nEZGvAPD3AHyl+YL/IJTKIAB+R0TekVJ6Xn25XaVxs0W+BJFSzGqqOmfm7RLuRmf/H8cH7ktAdFMa\njDSLJLPZiIFpuKd/2xXS0+Yfgb5zKC7nFS5WV/TMfSAJK+crtdUE4M50LqQ33NNWEaslgzSKzQB4\n8/smD2zpavnnpsZWVWeXuMmBt9+IrpHYmyezOKFL0Twn/vr95J6t4alu0kvnTaQ9yxbNjdB5FeSm\nSED/R7/rkigKK66c9Z2qgbev6IGigIUsCcK+fxksPOPmUL6ASpdifNXJZZ0PWDvOxQtJDKQcuajK\n7PUOecojGW0x5t36lQGBENLlYW5n9q2KEpr9r79u7FAdPb5VFXtri9WItQUZfL1Nadesz6u6lbUe\nO+ebqGxJ4++Vxue9JahmX7T73eQ2rc1wwnqeKxxr5abBSLWrVsf6+uVMxkAIWXRxT7sAh4+DEumq\nw2We9dYyru5/FfqDl5v/iqpOU/jSzbL4Pd+BdYfbUxEAUSPnATxmP38LgJ8CgJTSbwA4EJFLUJTp\ne1JKR+YN/h4A/97z/Wy7SuPZlkMDl27i4n4Tlv3TJ9vNZaC95XI4DkBvkDpYH3zfpbIz9Fb7w9XJ\nZS2xm7HORq6TpS77xmF1so02CvWWNhJNc7Zuir6D9DP003tQX3tUS/cA52WQWxCpWDs07SERDxLV\n/Goxt+j8uGIzRbD2nHRrk8EwWCVPqRHXtHoZw1Vj6Y9eN6hOnnRvD0JiYTOJavE0untehX6qmPz6\n8ieQxue0J//aL1fXwKpWZv34wEUJtW+vwoOqbzTwcwQxf/Bu5W05h5r2BBVYW2o9M+MldcwTmNFR\nPdKgY9kvPT1UCNFgo9Y+odOifh+FlzXgw2PNhFOuJAuwQXfPq0A5dACeodNfm9duGoydpOmVgXuV\nD02RoAFCtLbjRLN8A0lQZNGPwVjlbvwlBTeEDnmxg1Sm3lypi15q9pyHlIamRdWLVRpz4GPvg0z2\ngel5vW6mF7V6MK8YKg9wSA9AK0VWQXbevYoxFj9BG/3+yxRiO8qGYaxQvcV2B9YdrjS+D8C7ReRv\nQyuHf9sefxDAp4rnPWqPXf/4Y/bY81q7oPFsq7cKwXDjzIoAXGfso4xuXiIuf24bKJVG02Ccq5Q+\nY/p9wN4uHE3F91ddKbt52V6ym5M3AY1stlBc1gdOvKmZkVdk6q4zyxjQKqdWpJS2slpvl+kcZ+mS\n52lgm0s7RySjNsUslx0qDWYhu7FFazXI8igjiwwJRBMpVAOtsMbnVfL9woPq/Afoua069IGVz4kG\n4kGjiBtry7kBE70i7GcxqGoaThGNDCfS5U0v1AZJxhajnMxuaha582LsspeDJQKyWYJ+GXQPLGdO\nqWoUIWTzLg+4NpdIzUQzdgIgzPzIv6Og8xznVNiAWboWqam3ZGmkj65RlQaT3B40LwuMzjk6zGcl\ndv34dbVZ5ME/YLORubasKA/Ce4Lsc1ZKwz2TytkAsnC0n0QlpaLSFlTcvwTs3Qd57F+5QoInRcbW\n53n1Vm27cCdEWR45ag1mPbAlnhl75/eQ46EeLCOXVQ+rs0dOAUDbxVs/6SbrZmoaMIpCSuntIvJm\nAP8rgG+w5+AGf3OjLtzzjmq7oPEsy/0luMnFrmgn0ExpZO2IVQFTbYD1zBRVTXoEUQlZEoANVASu\nHP4uD71cR9eqlHRQKQ36VbtsCZnUjmgZ5bZEil6lwDD1iFHd9jrVXqL8tDsDpmSBQlshYX6sN/Zm\nmRm4w5AhlCEAvbj8BgDdTAdhqwpLRFRZW09WxzpjKVsmxsglSICfMd33avt95+ed5Dxah0q30oHu\n6tgzYlf/7ZYe8Il2S/VQg58Nh+noxg3TJTO4IRbXQSygrr6JMwuPKo5XWo0GG9L2e/c6nJakP1YN\nrODK4OPfYagR0hooILHO9bCKRYrARMFI30ABxPEFSKubf1jP9fmDiX5OVjj2fu7AVw18Zuey+ZxD\nwQKKsfcDK04zfJLFoWb1lDKvlOsTlkeIbii29s/jmlx9i3j/a3LysCmOs0ShWZKVBsqQj/UBQKQc\nWfMO5shKvy71Y99VNbvi5y1OLli1/snnuj3cct2s0vjEB34Tn/jAb97072+mpiEiP51SIq/t/xIR\nyl08CuAVxVMfAvC4Pf411z1+Q8uJ06xd0HiWlQbjPNRkhl+StwwNhNhp9kU/ZmuzRAYb+huzfO9b\nwPqsqR6hOn5Cb5BB48O9FBuDJq5040vGGO7bvOGy99+tPDhRfiFJcAatmwutZ8aCtb52lwe0bDtw\ncJkrgBVCO9dBY01nvoUHrGgBquS0qAFTyEqwdh5o1gTAgxesZVT6kDhr3XzCvccvQRVtrapKVeNB\nKw0sgIZas0la2jKI8TiAHHStHeNCfAxQtSHPWCVYJec2peRpcFlbkH4WgCKgFF1l14/NCShUSPIa\nQp39w4noofe4CLKNr2mgxYL7AKt4OPcpKpCwOIQQ6grogJvkSl7PVKK16yiODwrARZGtmz+Jzmxs\nQD4YI9nn4Xun8ciY6rVfg4lIK87l7BpOzVS/+80aVGHW9x0gHF1GmpxXFYb9l6E+etzlavz8mqe8\nVkR6z0Q+h4CN9Rwwbo7CzzV4RwN2yMZmjss7U2ncLGg89EVfhoe+yAFP+JWf+Z+e68s/JiJvSCm9\nV0T+BICP2uPvBPBfAPiHIvKVAK6llC6LyLsB/JDZTgRoVfL9z/VNuXZB41mWCqAFv0EBaPbEiqNv\nt3ScfMMyRnSGRC6s7dN5Zq3woOhia9KtNMMFtNVR574rgJxx2Q3q8xCW5cM9oEbORtmnl5AhleyV\nhwDZbMwiNm/iKdTuNS3rmbUYbtDDTgmxgAhzOOyIq9lVxdiniPjJP0B134NIk/NZWsN63s4HCSaU\naBauib9vl3ZuYw7UzBhr5aT4ZzC0DD73S4t5zF6GvIrKa6erjyKcf5mL2nkLqWiLoFtBWEVYJbcF\nQbX5TWmK5ZWQcx8mPtQO7KcXSDfOw6g+LJsVpMYW58RBAQwKdYNqfjWT45hFJ9Mks+qUNq9ga5O8\nCMK2C/h26XXiVUVNgMfMqoxaqzsfOHc5CNvAPE4vorr2KTVOYlUO5Ovbzl2yYX0MtQaYGDNM3N43\nHmhHJoVa/TIGY0e4uaR5UKMvN7CqLaEjETZlzxJVoT7IVY4YZ2RyQVt69QjA/Ha2ihuuOzzT+E8A\n/JhJLa0AfDcApJTeJSJ/UkT+EPqh/mN7/FBE/nsAvw1tS/23NhB/XkvSS5i5yCUi6Y1//9ee89/9\n7J95lf5QbirFRuGbErMlCVs3KN33yrZBqdjJFk+kNSt5A2yDsNVDOCc3Og6JuelZNu9s6FDkAvYa\nPl8p/suWhj+vgKgSVis2XN4yT+LgnEqkop4GcXxQBJxVnq+wr89sn/MeyrGw/069LAbLok1CUUCK\nB7oeUzLWt6GLWBlIq+01Wc/Qf/CXEb7sT/k5LI9raxBqlQeZ5j7D6gtByfL7id1WK8S9V/hcni9r\nz7kwH9tyDrM2heN+48x8AhM8iFsbK6xUNTgsjbFdXCtgcBwM/e9L8qhsVrlitWG1XrNLfx1Wz4Bm\n9JzRsAL0gTPbpZzJxU7bU6YQ7erCMYs48tqhz4i3qMqWn6H4dHC+n2VPeC9Rl8z5G9pODLMr2/fk\ncApK4StCa5w5GWWr0YLIW9/xhF8G7/jur0JK6XmjcUUkfd/bP3jq5//Im153W+/3mV67SuNmiyga\nZp0imoVyiGkbdtmrLbPXVI8y8ikanHV1DJdklpAz+XqgHIvCs5sZtqyOs45QYb/KxZYRWwwJ8GNw\nshXgqCK68rkXtfW7E2wQPNizzTs4gquU4GDAkEJoUdqlt0CCZcRsH0jskZ76JOTlD1vLo/C1qBvn\nJiB0mY0uwdtcYu5xfl6HU9RHjyvxbTC0Fk6l+lWNzSaMEZ6aCeQr3gjEPqvXNhNHvQHQ9sVmkZ31\n7NhI2CsHxbKebRkh8TvUoX8RiEj+o8RKSnru24Vn9tKtNbg1Y0caSb8BOgIWNqCvi4IfDhCZMBQ+\n5mUQT9XAqxivNAFnpDt81QIMAE8QHMLKiqTXWVCwlmZq9g3eq0kC2oVBmJfWWjRotkGI3cjJiJcM\nCvyn599akfZdBJsHgixzIAMFGCTsGvMgwepaBLCZEZVupY1I4yYPvE0twU3F6pFDpM9y3Y1M79Ou\nXdC4yXLimmVlzKjoc7A1pAP8JnEpB2ZQdSEcRynrYXimyqoTxFb6c5vLb/FBNNnoq63AAiAT+Fhd\n8HFrJRHVlHhsHEoSBsznk2xoWS+AXJkMp4rCStEJa0JlVwkAWt+w/dhiB7z84XzDGlIrrI7QXXjl\n1ibrAZNch2YEDOwzbVaenXcHLzf4pgX2qgatTGMzdiKiMrmX+Rw32xUGJTHAVg71uDgAtk1KUjb2\nIflNkUsjz/5ls3azLLKmYz2EO9+lwkLXE4sB5LE/QLV/AUmuIo4vZP8Jtnq8ZTTXFqkEYFS0KwGX\nZKHNLCQoKfKeh3JrDbnKk80yQ7Y5d6qH299ZimqDa4i4VA0AO7ZUda41pe2zIRDrbYmTqlGElN0b\negDB7ydaxgLQGZMEl8Tx+yxmbTBv+cZO7zHedwYV1vtzowRQQmrt71LsPECkeqAzIoqKVme/Dbb9\n7aGnXsxrFzRusphls/3CjDvWQx008uYAfFju7NOkPg4OHUyFqVEycluoETYLbTMwa6qysisx7i4y\nZz1nhxymuKVy68KKhp13scUquORFur61lZTF7LLaht7qm4lWPQDoqAex7MkGqP7+JnWSg1bWYIqT\nC6hmT/lxMqOMw6lm2JYxcvjs3g2JkElFTaW6zkN3ekMYRr86uYw4vWiZ/DIzk8kyBkCvC/e+sGE7\nlzOxbcaAwcjbOABym6jwIJdurU59nAkU7but6oyfh2ZHlvWyYgwXH0LfjDXgcNMuKlnfMMvZVnn9\ncWBtw31eg/HABKGLFhz1seLkQgYwWHLk5yMoOTS0C6te7DOzfWTBOu7ZoLlvgQ5IzTQHKLseSgtb\nlN+fVZJuBWBil+R9eMvJPi8tl1M9BFKTvz977We0ulgdFnphqRog0RaW93dRQZ/leilXGneG2fIS\nWZS/JotZN6JJ3syAvEGY5wQXM0D1kSi0nipWDTaEnFxwSKT0rWZfduO5gROhhMmYyM3EN32VcuCM\nosus2NhBVifGwG23Nkhm7b7xi3lZmNFUHO2rrandTB48rQraGiDzs5ZzAv4uWkAaaHtGq4xiuA+t\nfuh37gx8WMuIyK/Y+2yF9rn18RP+nVCN1VE6odr6WUwCgxuErGdZaC9FJ7oxw3fmt50rb6c0E+V8\nbFaud1V+71RtTfUQlGcPqxMf2DpjneJ5zIKrgbXszAjLKh4es6xnGYFHrkXxPSphscmQY9cxK6qQ\novJz1NOAhkgqIy5Lm43GzsUNt+Zm9p5pYF7l7TwrIVu7DbVVv0G9YWR1nPlIm6xvxWvYkWrWCnMF\nZxM4jNOLW0CCfG+u8z3Yq52ydCudnVR0ehxsBQXZKBQ67t2nQpZWWW15qp/ReikLFu4qjZstlv+D\nvGl61sa+Ly/4Aj3lN1hJeuJKRrwyd71UNeZVYQO/tPaNyol9sUOcTB3R5S9Vtiaky0NPH6BnbSy3\nZjVPEAnBNx+pYpY3sZkKTY18PlI3iJatqQxFPh/eNrLP5tpNhYR1ClUOPgCqq59EvOchry6iERBd\nWrxduGsdAGWFx2ithxG6c/crg56D6dgh9K2aZbHFJwGV/X2/d19+fX69lqmqv0Ye1ALwTJ5ue0R/\nkUAIUZ2sav60fvfmS6EzmBOdRfStwl2Re/CEOFPYUduSmRzqTH8xbkw9MmkYbZVVsyuqX2YD4FKq\ng3MJN5IKNeiD4fBjY7eXniHSrfOchUN/fm9OGMwVYJ45mayI+XdnH48st+JJQsjIv60ZoYlZstWV\nqgGEVQL5MkWl5M9n5cK2F+cY/A77FrD5ls8mg0qSyOLQCLeT3HI843U3BoPTrl3QuMmSdglUA/Me\nUAJVP71H2zZFP5WtJ0JAvSdrv9cXK4o640Woro9mR/xbd0zj3zBL6jdbGT/A/rQNKQcTg6oa+qbb\ngNLhHABLSo6WUnHF3K4AoO0R2EYRAlIg/t/mJ3a8PqRem/+FzQ+05dFvf95AQlpuvyF2iAf3O/TW\nobOR/IOlcU82WTG4GqA6eXLr++mtiquOHlNXQTF0kbF+q9kVtR9dz1xxVZE8R7rxkvFNPxMeL1fV\nQDZXXSmVwRF9h2p5pKZMbLeND2y2YUFPjAFd+JRrRWFGXkSxASBoQgmL+9ZKaTKUl995l3WwQrtE\nnIycoyNdCzz2AaTP+/LM3yn0lRgMtuTb7b01KeA8bY1UzOTYNvLFczi/anIjoxwIUvT3cYScVcOO\nolsdQ9JcEWCckdmGngxe60GBP8MqxqjvSzc+/U5UxYCgB7cO6OE8mRIBCCAfM89BeW+e0erj2Qei\nF8vatadushTy2PjGHEf7unExm2PLyjZmv2F6lSoXy7ilXfh/M0zTBq7NXmZex6jELLYX2Poob/Dr\nYKB0apPNIkNiS4lrZmJ14wqfJMW5B/RGBelYpahgXm3onaIN52iWtbc1ZLPW1paoZLsPQqnsa0KB\nQmjuepY1na6/aa2KcmKb+ZMj6XlhO89FGU0uJI60xZVCpSRFa/04IKHwBwGA7p5XIayONEhWNk+R\n4OcFyK2NZMNTzgx4jnvj1wBQTavF4XarEkAaTlHNn1a4qqG/pNP2Gk2Wgvk76HCYMjWzLBsDa2dV\nKpjIzTJSzsNQeWkwAh78fN2U7dqS9cznIWF2xQLWuAhsnB0Zn2g9c0irzg6it9qurzDcD6YMKLz2\nJKiNq0Fc1aVR/StKzw/aDKvvy8wq1HXmN61nxnNaZNRXMkmQ5ZEO+mnaVVQwkpLPORx8wuqzUvl1\nv+buQJUB7NpTn/XLM/G+dUObND6/NaDcKslTRH/xc+D2mo0FHmtzMbDoQDzLgriSKuGdNqhkW8GZ\nx1UDbFYQidvZWKU+zETzMJN3hBB5ESZA6Bl+ikAY6KYpBQu6HjgDmB4e3jPuuyxoEzvApEjSMHM7\ntN2l8FrpNnrM5iOdTMI8DYbbpCx+fs5cymG09a0zgmzpkh36+QcOIy0FEQk5ZuYbVlolSOwgT30C\nabWAPPiwt44S2z5Vk6vH4numP0SqG2B0Tmcjvon2qvlFngpJeLFDas4hlai2lLLJVZFhb8mD9BvA\nYM3c6JX4CdCzhWrKqZnod8+2Yb8B7DXS7AgYHWBw9WPonvo05JVfqG1By/TVMIkHRs/7DuDswFQF\neI3zmtqqLm12Rg8SJjnJfueBioi0jZLr3I899rmlysTsuoBF1FSqh8D+y0zFVjsAqZkgzK865yks\nDjOU2LzNnbxZaINtseXPaN2NweC0axc0brakILxJeAZRr+z7qrz5aou4FuZXtV++uepqnQD0NdZz\nFzGUlHSjMYVW2Sxy+4R95gKSCxQlNm8uCT5voMaTs7Y5aAaAKmRiXT0CNurrLbbB6TFWuX0iwX0j\nZLPKVZH9Pz8/N2RvBXC4bufN0UxAriisX67ZcuaMOI+jGFJKQfhDY3DkeoQkK88cXc67HLhXuVJ0\nf2/LONF3iJde49l2WB5luDDPaSDIIObXADy4yepYA5K1csoZAOc4HojIBSnmMClMc9XJ75fHaNeY\nt5TI0TFfCdkcIe5fylwgXlt2fdI6NzUThIvBtLYGCA99PuJglAfzwDMJo8zAiUC6DvqaTFKHPBSk\nCEGDOGlydVzwW1I91GuzmUKqBnE6RnX8hM6Cqsa5LhgW1rTk+IhsgSSSBB9qp5EGYkkp67mZjEtq\npjpfKvTE/NwU+mJbLckzWuvbFCx8Ma9de+pWS4LLYWvGrAxgtku07F9D2lmhhWR+yrFTM6XxAeTq\npyz7V9JSGk6VcCSa0bsA4XCqzmOGXCl9p+mRUUJBfbBpNqUOZxTlLrBF4ITAPrcTZHnNbkBFtdBD\nwzdcwDeQZANZwn9LWXdJKW+YVkFUJQYfyD4LDKr0vw61Qy8BZKkIO/cSVQBQyYOmtWT9eu1v98iS\n50PQiyK0ywxCSAWyq8qS2Mm4KO70V1tFVASLsDrR88IAHpWvQi9rft+oVXFXhRL3chuNQY+cHG6o\nfau6YlwMukQR1eoz4S1DHpN952l0zp35yt48AQA+lGbmbq3SVI+Aq5/SltVjH8qKzbx2+Dqr48yB\n4XtYMAuLw622paxPUH3idz2I5s9kba7YZeJf7FVEcX7VrWaVhLfIqLViJhjHB0jj86D8em7lDVTz\nzY7dj7GAKEs7z4Ewdp5cUPnXKw0J+NlvfejG9//zXC/l9tQuaNxkveWdT+oAmUPUFN1Ux2Wy+9Y3\nEMo2sK1BnwXZrJHueVDVbCkd0Xdm7UnbzG34qvdcTSKdN54LvpVIF0AD10ZZ2RRzU5nqLDnt/V1Y\nn3x83mcN/njhncHAl5o9vQmLwWgaKGkOtaqZqkigtSmiqsgms4ZNoXIpdH4ueor4Bm1tm9iMs9wJ\nj1MKhQVm6hxqWtstTi5oBl70xWnZG1Yn7q1RzqLc/7orKhFYD96QP27oBJg8igEMrGrxFljJHeEm\nTi9q26goeRLmV1HNr+rfGDTVqzAA1cmTOntaHPp8hMZGYT3XecFG52Obf/HTGVrat5kcB7gDpLb9\nxm5/Gx94rR7rpc/NvBPODziTqupnQI+VdzFy4mI2DWsQH/qirY0/PPFRm5UsMzjEWkGJc7PaPMaH\nquVVza541RWnF3Xuk2Jm3xezPenWzmtxS+Vq4AKPKVR6rtolpF1o4lFYzJKUKKvjPPs5w/VSDhq7\n9tQtVhruKczRPCEC4XpBVUV1c8yGR9wApdgsOXCO4wuuOCvdGtFuijSYQK1Km6zb4/j4sMUa9z4z\ns+cSTcXgxmOnLHRlAoMkroHBbu6tK+labwM42sY2VFle88onjTL7PU4vZsKa2coC2h4IqxNte1h2\nGSUAhe6SthCMW2KDYp0jDLImFmGVlJm34S6tUN1LA8jnwUUhjSdDVFM9UPe2sp8dzBq2b5EMWebw\n0QId5xWWyX2X7ZPsF79wDSpXcDUfi2gtL0USTf385mMwBVnyRKwCoXIrkwDyeVw5th5h+NVvQrTr\nRWcOrbsgOrMcOj/o9+6F2HmlIKZft8O9THAcHwD9ZksA01tsDAC89kKh1GuznDSYIF18hc9l/P6I\nXcH0Vzh5v3evQm1Nt4zXVuDMj+1h+nuzyrZ2H4AMiQecQyVs9YXCa6QeIaWo3zGU88LAdNYD8bsx\nGJx27YLGrZZlzZ7x1432TushwmapKpwctq5nvlGnwQjV8giJUuNVg4RoENujLchuWVYL8Ey0StEi\n8MqiyN6yvEa/ZfMaVid5CN23iIORemsAynngBthxgFnlCsdY2KCMdEmSWp347AB9i4RxxuEDXnUB\n1i+vhjlodRYgGCg492B7KxlnpNysjEOi8hnnVHWVA9FyA+lzS4NtF9kojDWs56oGSxYxzynbdil6\nJeWugWV7qxBVBODCfpHuitQZs+P29hAH3H3rrZWSWQ5AM26xzZRBjVURdGBOVQFCkMPyCCiqjzjJ\ntqmJEiEmaZ4GEyfwuReMVbhC+1YGBTGme8Hx8c8jwfkkzvbu2zzoNy0noqTsBPjn4vXI10TfQqSY\nzZkLYtlyc65Jt9JAbKZnAFT+xnw9UI9UecDavbEaaEAy2fUMtDDNNHOUlHam5mdu1n4266UcNHbt\nqVstu9jUxyEa4mcMQk5RN7lXbxk7taIIj4QYhyMlzeSaPbtQAVfrZAuJLGAr08PiULO1QKmO1oX0\nwMoDyD3mumBQW+tH2ynmpdErH2LrZrL/akY/cQa5bFbevlLUjsqNxOnFHBhs0CrrOarFoctKaKDq\nsj9HSvr3ROuYBWveHCpIt0ZYn2QmdaGlRS5CmF3Rdsb1XBYJBQrHhvi1EsZCu8zS7NeeQGrGiM1Y\nmcGmqRRH+7rxi3gmH5ZHORAgtw5lPfPZFFn4ch06SHrlf7CtxNeojj9tm9c0H3uZOABaVdhQ15F7\nZk4kfWtztJUeN42ELDj1B+riGdZzI97VWxm/iiK2GkAKTSouoo2qkydBpFZYFkmOnfMtxz4O8Tnj\nscG4KxusjpXHY1YCPvAvBv9JJM+divPFzx+bKfrpPfpZLahyrshzps8zu4LN0qG3LnZpVa0jy4hU\ngwbms1wpplP/u9vWLmjcYjnk08yFFCKaiXbVyZOavZDly0w+KBuZMwWXhgYcbUV01dbGUSBnthRR\nzREtlSgithbqxrI0zeDjaF97z9woOWSlNHQIWf7ByFGPiQAAIABJREFUM0GxmcwiBwRa1dLNzfrF\nQk9mC2A6G7D2nTGofZA5nKrqKoeWrKB6ymuPc8ZdDZRzMRiCooAAMulwdM4qMtvoDGoqrQ5WGeyS\nFMx2mz8RToyDl3m7MJxc1o2HA3F6gBsPgK8flkcm4jjKs4+q1vNF+RUg98brUbYvhQUxzgQMjkqS\nGqVEEBUdBRLzDAWlAIQ8zAaAOL2I/twDoCGVgxNKsUAJJqGyKkARK/2e6xH66T2Zb1G0m2Q9U5dF\nSs9bBSrLa8byr3PSwsBRoLfItVA150ymI6vdrxcLmLKeORucpENPhKx1W82uONhicPVjHmB1LtIY\n90TblcFQieSFqKz7PM/CUsyGWQRarIsK6IxWjOnU/+62tQsat1hZM8o2sG6D1IytPRFN0qHLshr0\no4gR/d59mtmUQ9uq3hKGC4tDR3bIZmV+3JMcDCipbiihrB/UeMa1xfAFHOHiA2DANwavMAA/TmZZ\nyWCoGrgs299opq7kKlY+Sw0udeMDb20bDBAHYw8c/JzqN6IcF1cVTVGHtJVqOGWIbO0DfPbU03Dq\nA2dtz2RSmrekSHobTnN2H43r0HF+oNUhHQc9CwUyTJeAgcHY/LA7/717Y1vVpUNxa8MNst+FrI6d\nA0FAhAZt5X5Us6eUB7Ge+/UVVkf6XXUrZ7enZs+NvsgLKudYW9ygaqDfX9U4qki5Fr1VuvpYNX86\nk+iAPESHBTerVHm9tL/zHq0kUzKkncKGq/nVzFNi4OAKtX4fzO5ZLdoczlngDMB91vOS1XHB3NbE\nzCt2AN15QzlF0/iqR/o5uzVks/CWFNtvYXXiTPry+JikxWZqoI719bf+ba3Yx1P/u9vWLmjcahn5\niPMDF8Mr0Bae6XPzi4q8YcZIUTbFuUctoQdDrQwsGFSzpwDo8JOZnAeDTsXbUjPxFhEzV/bkFVYY\nHU2U6qFDfD0oiGRuBG9kfgYaHG2WPsRNhfWpzJ/Of8cNgnwPr5BMN2tpUh4mm+Grqi2T1kqt37tP\n/yZG37C8RdG1RUWR5wIe6LqNoYEM5lxARj04b5ZGGMtoNm+hWJtN/SuylInYRhLWJ966UDdGnRUR\nYRQnF/Jj/cZmFo1Jx9fODQiGdBIT1fOhOIO4bV79wYNaEa1OEE4ua+CfX4Usj7zKRD1CaqZKtjRh\ny7CeIw33NJsuEoc4PkAc7WdfE3Opo4Am0WPe4imCUGrGesyrY9T/7n/orVix70Q2K53lcfG72WrP\nbbaOp772qMObKYFftlfdDpjsfQOa6O/GoCghgFwVXSfCSTSWXwMWvJwwynYnK2HOmyRsI/TOYO0q\njc/mVQwkOTDWXj+9H4a5x2sIFyeA1SOvHKRvDZs+MWFDSnYMvQWQBiNVGmW1kkxPx1i/XFoBrLbb\nWrD2DasTIHM/6oEHNtAJj2gh2+ikXZh17NRJaYSWxvEB0vQelOZJyVApNAoqWefx4H6TDlnneRCH\n+N3qme6CzlQPWaCwbuCCh17l2SbZTFxGo2Qe+2DbZFCcREeV1/VMq7vViVZMq+NcabQ6SJf1HNXJ\nkyrYaO2ucPmPfFOLw32vYNL4vIk3Fm0mcgn4nTRjbW+ZEi3hpIRupxL5Y57waTB2tWGd/0zsO1/Y\n93/kvf00GOqxEDBBUAY1wrhx8/eADfSHPofLgIBKK2MinDist+ssjg/03NLid7MymY/VdlC3pCrV\nQwMprNGPz1syM9qSMafPCOeChCF7Upait5dks9RW1WbxzJlMkdQBcO8bTSAabxG7ooFre21ykDvD\nxdh0mn/PdYnIm0Xk90WkF5HXF49/vYj8toi8X0R+S0S+tvjd60XkAyLyERH50eLxCyLyHhF5RETe\nbT7iN127oHGrxZtADFtuvf44UntOZz4bGczRLSZv4TIN1gphP7c6fiILutlGXM2v6mZZ6DKJMW85\nJE/NWJEk1kLwlhUHj11rkN3a2cMqETHyTJwoFGoqCeU9RNnbkpLPaBggs4z4Rt8/RSOhDTJpkQZD\nQQfdPsy0wKJtLh1oy3pmPWtak44yuCDFHDxSRozpixXDViCjstqZnyNySljRcZMJm6U/j7OmVDd6\njsbnlTDnznWmADCcIl18hUvHkx3PAW8cjHPgip3yQqi3ZQS5fv+Sop82GdzAto5sFr5JptE5DSIu\nsTL2zY5BRjbaFvNN9zpeD8mBfrpshiDrWfaRsLaoepSP9Pm2ccbRvrbCyhmAberuXe4BcbLNMTEE\noVrOjjNrm9eGfX/u9De7om3AZprlYaIRKotAmIqEoN+7D7GZGpGy3kqcpJ3l68ZajKFVP3UEdSX0\ndlwBAHEwyhmulNKp/z2P9UEA3wrgvdc9fgXAn0opfTGA7wDw08Xv/i6A70opvRbAa0Xkm+zx7wfw\nz1NKDwP4RQB/6VZvvgsat1i+CZmJEbMwSjJsWbI2E99kFY0z1I2yWyGN9nVTMOROasYuMU6yU2+4\nfMJLyeJOduNwg2BfnpVIyfKm7atnbMB2tUQbTKKa+k2WggC2sjXP8l0Ub+hzC0+RyC+oGwtYa5/v\nOG/D2jupHmRCWCnxbjMG9ZvOQVo2a1Qnlx31RbY3bHjpiy0wO1clzyLVIz93/d592tLygWufs+Xl\nNSWELY/0v8bt0JnI2q4Dk/ToN/ZdTjIHwexXUz3U74ZJhrUpK6sypTeF43a2BWMG4C0h9JrVh8Wh\nBz8GJM51yMnRNlhWw00SFJxBnbNQo9+7V6+LyYVM4KvqrerVW2Blls//B7IkSooeqPMfh+3PEmp3\nGQTgFZXODpTvEh7/A/TnH7Jzm9WMYYN/l4cv0HGOLGRVULSY6L2yFZzauemvrXM1RSkUEw1Vjkx7\n5vpTd7I9lVJ6JKX0UQBy3ePvTyk9YT//KwBDERmIyP0A9lNKv2lP/SkAb7Kf3wjgJ+3nnywef9a1\nCxq3WPQl1oBQSHIUs4E0GPqGwB45szqX3O7tQt2s7cZb5wypvClsEe7KmYC0C0dgEXnDNoR0NrTu\nW4emuox5kVXR4yLVQ5NhOOdwU4m934zusQzkDbnvXMpDP5i1nerGTapSM7HsPktykwmexuf9c3mG\nXM47GABt6QxnjP7C52g1UGdCHOcO7IGXntAAsiBkkU2yTYQUFXkUrQqsGxe9C+3c5T9iM3XUFqG5\nem6yna23VTgst/OrQUTnOQwoaqk7hw/amQwYYTR/d7qJknyn85W5/j/bKtZe9OuT1wzbZAUMldyT\nsDjULLxr8+zHNlsy+11qX7Ksi1cxZWAaFO23UNn1ZH4oJuAYCJYItXNjfH4SO8T7X6PB12YjaTDx\nzTyODrzydaQTP+t1EFv/XaXEVaLWvC1V/mMQqkdIg7Eh9SYe9H72P3glzmq90JBbEXkzgN9NKW0A\nPAjg0eLXj9pjAHAppXQZACzg3Her137ByH0i8t9Bo1wEcBnAdzBKisjXAPgRAAMAV1JKX3uT1/lx\n+9v9O3Gcb33HE/hHf/pebzXpRmUqs4R3BmRlWfMnDu3cse6E6bJUp5dFnF406KkhNwhDNGHEsDrJ\nmValyrCIZgPrmZehgEQcCZWq4C2osDlyfSgAxq3Q96IXOGCDw2poLTPTx4JtDMM9I6Rpa47yDXF8\nYDMGvfF1njNUhdq6aG20S/SDsWtBcTPVF7dKrV0ClbGvAYXpWmbM5Wq1Ntj19l49VGQX+RjsjVsm\nKu0izwhS9I2SAId+GlzywwUXi5mKIsaMJDfa1++lAagY7DOn3pRmF4euw8XPSJRQWJ24k14aTg0t\nNc4zGJIALbiImRwp/FnbcOnjH0T83C91UqcSNUc5GI0nObO2AXC/d58GH7tmXfYEMLQYiXpjF9/0\n65G/N/gxmkz2k5SA1Beb90C/o9ghLGbohvuoFkf5e17PIRIc5SSxQzW74tBiFyMk0EMCsFlA2iX6\n/ZdlZBc0SMfBWI+ho+fL2qtIDtRJAKTsO9tu7sAphR7VGa2bBYPjj70fxx9//03/XkT+GYBL5UMA\nEoAfSCn93C3+9gsB/HUA31D87TMO8aYHcJP1QjLC/2ZK6QcBQES+F8BfAfCf2yDmfwTwjSmlx0Tk\n3md7ARH5NwEc4DZOwGlWWBx6DzWlrIXjJTvJXoBftEq4svZPt81K9RZFTxZwFk/Tm8dsMnlzpIRo\nj/kso4AIkmimraTeTIUUAaSQwpFu5GaXmuqB3pw1/RsWjloho51ObanOkEzXp5pezBamQRVxU90A\n1o5ie41tjDQYZsE6V8YdQQhVNuSZnr/WN2v2uWly5SzvlHIvn8N+CYCY8N3onG8GiohKiAxYds69\nctgoAADG4gclQ5qJtbYGCABSPdBsvUTQmdosh8/kcVC6JNqchgoB/H69FVNwc9KHfhXyuq8zHwpT\nyB3uITVTPXcMGFUDeeUX6qa/YRaeFXnDeo441g29Pvwk+sk9+jlLifpyeGwVj7cEiUhiG5Ew37Jl\nRRMyJjRMpFKERDipTtFxyxzARCDpOuirVZ28jlBWE9Bkot+7FzKYuKAmtbJQN9ZezWz6sDzy75av\n78ZmnF/0re6iVnWoHpZgC411m6u/CZR2+srXYfrK1/n/P/7//h/PeE5K6Rue8eAplog8BOAfA/hz\nKaWP28OPAnhF8bSHADxuPz8hIpdSSpetjbXtdHaD9YIFjZTSrPjfKQCe5f8IwP+dUnrMnvfUjf5e\nRAKAHwbwZ3GKPtxtrWIY55uaEd68pxp7zbh481GHiDdbwffgMLyfXICgg2w2AGU8jDwHwDYjldCo\nTi77JoYUtzStAFjv3No96wXEYLhpMHIJa/QbExGMCBtDq5hAIDdnVgspGX8jRqCCb8TVXGXe+f+l\nMZHDHvsZKGsdJXiaI327VYEw0JXBxHkazdj1lRI317rRLJkBpCpaM1Z9kB3N+ZNKWxiLe7inG21S\nGXrPNBicuUGalpbE3quTNJigP6dDY1U1XnhFpee9QA7B5jSblXu4s+dPTxB/X1MQwOu+DrJZZHa3\nSaOwsvLAlAy6beKEro1V9uTt++jOPwSimlyiPVTu7ugQW0rCMLsnlNrmVa4LlqLNbZo8JC8G5ipN\nP/CZDp/vAdoqG8D4InY+vFUqsjWvSIOJ2w6H2RWXRmHLK1nAKtWD2YZUxYHMOPcgXQTI1IwRji9r\nRZvStkLvba7PINPbqwhLuH8ewPenlH7djyWlJ0TkWES+HMBvAfg2AD9mv34ndGj+NgDfDuAdt3rD\nF3SmISJ/TUQ+CQ0UP2gPvxbAPSLySwYb+3PP8uffA+Dt1o87W5D1dSuODxxTTktJ72MX2SI3eYea\nVorKKCGGkIB+/xL6/UvGhN04bFdRMwvdqO2i5sboyKfYI2yW1pseZDkLQnABxINLoFENH1dl0qnO\nVGJvQ+2h4f0NO99f1zLqVg4T5eBW7UhrD3Blnx59lxE6g5EZ9HT5fBXzENms8jCc54oZcJU1pYiC\ncZY8qwXe/IAP4NPABup2LJQ+J28GNgDeymSNxU/4sJ9rDvLZ6uIG6ZtQ8ADHeYxKoRt6TGzew808\nxSwdw8RidaLDcjHSXKXWtdX8qsvWc4hfHz3urVHv1xctPrr7uQd5X8y1Sl+L0Tnn4uQBc+EzPpiY\nz7v+zuHJVCEmuiyaK+VmkVFgsJYrq45OB8z0dlH+j1ZEcbTvysQMbITJclYUFoeZnDi96Mxvv+Zb\nNeEK7dJbtmxDuVmWseW1BTX2exSx83sBgFd2Z7Xu5CBcRN4kIp8C8JUAfl5E/h/71fcA+DwA/42I\n/K6IvK/o1PwFAD8B4CMAPppS+gV7/G0AvkFEHgHw9QD+xq3e/45WGrfqy6WU/jKAvywi/zWA7wXw\nV+2YXg/g66AVyK+JyK+llP6weN0HALwFwBvu5PFzJZawg4n7AFCLKqxOFCllKI3UTHK2zI2+oye4\n6gah6xDPP+A3+ZbESNEeitOL2hobTq0/r+2j4Fn1eZV3MKFCl3zYrDOpa7PSTRoqSAfL4NkyidOL\nuZUEazfZ+0QxF78qeiUCICNSAGtfFZs9P4P10kvOwnZlkJBiBFIHDIpNue9cxVY2yy0AQKpyS4QK\nrdzc+snBtjSLBWyvtGIOWCpxvrJzYK541UAhuYOhbeZD3XiW1/Q7LQbOqR56n1/aGVLYNvhBjBDJ\nqsRspTkDvh6ptaoFVVfE7U0WxixrvfUTanQHL7cKoUA98TnkWGyWGX3Wtflzdiuv0BA7xP1LqsTc\nLpzU6cq17PHXNtjm+wDboIr1DKGdK+KPKL9G26ZheaT3xLDJFVGo1bWQwZ6vSQBEWRGEGv30HrXK\nnV2x73G4df69BVUGckATCMkB0lVxYwdpO1D1VmLnlUpYHuXgdUbreUJpT/vabwfw9hs8/kMAfuhZ\n/uZ3ALzuBo8/DQ0Wp153NGg8h77cP4CWVX8V2n+7klJaAViJyC8D+GIAf1g8/0uhEfUPRUQATETk\nI4ZBvuH68Dv/F//53odfj3sffv2zPfWZn8PKc1kdIw6nbjBEkbvyeXmYvVQ0zvgA0tsGOxghVve5\n1HmZ0cfhvmZOsUM/uWAD5yyJ7Z4UQG7BtDOFUlaNiRoqVNaDDPvSKULaNVB1SgzbU4CEb7p143La\n/nyitrq1tqoYKCQoPMHQW5qpmp+3DReTvYYytzloLIbFZH6zjQQ46zsZGitYNQRsZ4HuFVJUexqk\net+sqsWhnkNm0ssjPcfTi4UGU1DFX7OtjZMLAGfuieguDsWHoPIrh7Qqxnjs1VJ27GuRBhmpU6oH\nyNVPIb7s87xS0cBqLSNz+nNnRG7g9ciH0pQT9wDLwXTVZJgvExUSRAFFFNl3yc/nLVVCxQ255M59\nQN5Ei7YOlX7TYISe7pF8brdy+XnyQPwa5GfiYoUuIVfnDLq0ZOX3bOebu5V6acxcN0siMmS2qh0R\nlUKl96qELekS/16qBnFyAe/9l7+BX/7/fh0QwYc/dA1nsXgKX4rrhURP/bGiengjgA/bz+8A8OMi\nUgEYAvgKAH+n/NuU0rsAvLx4rZObBQwA+Pxv+a7nf6zMGqqcOaZm7FpNsp7rsLZqACKSqkYzGeoe\n8bU2ax0Y9x3Q6OlXiYaNm8h4tojoM4it9o3NVsLqCN2FV3qmxA3VpRkA3ZxaI+51a4Uz0pu72+T+\nMzc2a+0oBLdVTgZRW9XAuSh5s2yAqnMIrlY8nQ1lj/KAmxBhGBmxXYC+GR44WB0MG51jAJAa2wY+\nlgE7oszIadLOHXHGGYn38QdjE0aMAIyjQTy/fY5SRM9F/Kg03M5VY8yCXLJjdTl867t7Zm7VAVE7\nRFKVHhNk0GursAZ6aODghcINlJkyN9Dr5gjOZ+D3bp9br6m1Q3oBaHJgCK3QmmGXFK6AnMdwxsEW\nlIk9EoWXmr3tYyzmdr0lJG6BnCLC5Y8iPvAF+TorA0nJu2AbzT6jOxOW8whAj2V8HvSbB+B6Yw5x\nhyU8nAECPnfxtzbflzd89Vfha1//x5FChQ++6xoe+fmfwO2uu1Ee5LTrhURP/Q0ReS10AP4JAP8Z\nAKSUPiwi7wbwAQA9gL+fUvoQAIjIPwXw5wnNLdYd/YZkdZzF7DZr3cjpGw2AyBW/UUyqQNoZ0t59\nappkw1VCQgXIkFnKZKSkWW4xW5C1GuwQiUPyWRruIYagA0UA2CwcPx/apelaWYAzLwZpFY8f65Fy\nE7oVxNoaAHRjDSaRXg1yG4Q2qxKyeVAfEQyJk6pB9mcwaCq6leporWfePktT5SokEZ0BFAHOfdJp\n4jMYazunt/aVna/SkpSPheWR8k2mFxFRVFB27CpGOPDBrw97bbjug98Y7ec2Ax6sVYfYmf+6BYh2\npq9TNzYjWLmAY2gX25sc9bn6TjfpxuCtodZAa3MLZ1xzkwx1tmMtgiSAzF+gtDfJbQaNpfQ3JHib\nigELsDakDF0I0YM6uTDGL0lVAwyDE/Mi+Rsli7qY6XGGECxgpMEQ8b5X50rAKzjTZqPHyOo4I9i4\nitbSVhuK5wga7ONQZdMZpBxizjmjAQYkdi6kyHPN2RzbkcBZVRq7oHHmK6X05pv87m8B+Fs3ePzf\nf5bnnzvDQ3vG8k3VYJjcuJHMnGd5lFspABDMCpZwxnroSB6HX0ZtYaXRvsNg3R+bbR4SCKGZlFcF\nEhxymKwHL8AWM1zWc+dR+MYeKuUQ1CMXUlR2835GoLjulZi+k6HDSnQTKw+oL0QJBkiVOqJJigDN\nhuxvq6PHQR/vsgWW3e/WbhHrw+xmoptLIiGSA9uRtSwaIyd2kPWJS3X4zMOG6spbuU7Gm+glPcM+\ni1IdKWN/o8vfh820/PPzczD4AKhOnkR/7n7Vr+JcqV2YbPeJw0qZ2adQu+SGy5FA52DSZ4Qb5yZe\naYQa1cllBVQImeqtVreszCwI62voxklJEkJTWRnqe678+snzmjzPSITNFoZZGfRhyC6bZ0k7B42p\n9BrpvbKC+Za4n4YhwDxYMSHgdQXo8RdqupwlxtE+EDvU1x7Vc0EyIb9fCduBtwnWDp562zcsDv3a\n/Ud/+l4UddDzXjeD3N7t6wVFT901iwNVQ6So7IVmElkyRFm/6ihnw9rBJMt0F8xjwkXVAMgqmHa5\n5brnvtSDsd68dnMrwbA3YpLeyNqKsEH2YGRChGaQZC2vYIqvsZlmUbcrH3cnM5Xr2PiGQMMoX1Wd\nIbhU8TWFXoXZZpQQgLwZW9/Y0VQpZaZ7CG63qR4gQx8eb7WXaiOuWSXnxC2bjZAtTTY0WzbJFHX5\n+jy+VAQOiX3+XAAoquf8kFCbv/Rsu3ooP6shw9JgYrL5R95acW0sz7w1cQirEz9ed3K0wE2ZD1rP\n0qvdTZ2YBNQjVLMrqhCwWTmgQfpWM3fbgH0+k6JXul7xbpYedFzqH7Bq0Oxn61zphfUJwuyKclaW\nRwpUWM9za5SbvFdZtSoGG5zWOUnlYrutHpn/+cq/P3/K8loGjFw/76i0wvPvJsXMIxqYSvXonKHC\ntKIK67nL3FA/7fr3vJ31QjPC7+R6IdtTd82ikqgL8vVUz6x9yOjZnWVk5SBSUgLapauSUtEVgNpz\n2mbD11EV3JzBq15SAgwSGodTt+4ENCvt9y/lFoAE93+QfuPDS0Rtj2jfOAH3PKjyFn2HNL2oG2ey\nwEWiHgOHQ4y11RRWJyaeuFH7Wz6HVQO1ubqVQuY4rKf+lA34Sxl5nYsUkFYij5w/ETK5DNhCgfmG\nXgUT9csbb9nzd88J6+1Lt/ZgFdplHkRztsNzwe/XfNMhoQgqBnhoZ1aVrZEqSoiovAXJZBzW6zkm\ntDdbnBL5Rh/5fu++nH3b+WaV4KS1YrN2hJrJ0DuPyDgIHoiLuYh+X619DzTqqgGrsMmipouhb6wE\nMxh0uPQ3KRFgKdSo5k9rwLAkQTbGzGYAt1YUbXxpgJVMz0tSyuir2Ol91K20imnnjn4iAXILOcW2\nZ9V44qESMiNv86Xx+EyVbu/GYHDatas0TrHe8nNP6UXYtQWUca2CesdPuK5PmF9Vu1K7UVWTapwJ\nTKEyfoVuJGE9d6c6Hd6u9fcijmsnSZD/iJ2nbarrL23UbEg2KydZiclqxOlFrTzshovTi2aLqfMM\ncjEAbGfSkRvKJj9eVhQ0nuJNTH6CkfO8IiAJ0to6NEZS7kiBjQ/BQQCufWTHROnxNJjkvzHyom/g\nJfKHKr+mxAog6zx1K9+UylZRHE5NSmShvhXOmF86CkpbaJOs02WbdmymJnI4chi1y4UYFwNAduQj\nzNg2TedgNGOV1Wgm2rrkkJl/Pxgq+i1Fa5U1Nmyng13tqgJlVk/nOw+YHNBbq4vB1FVyOYBmBVS4\n3fl3bnwHugCSGJkGo/wezdRbStl3ZLjFOPfP5wAQaBvT5VR6DcgFxNhX8f/qF2OvS+8MJhN0mWzn\nW1IifA1p584xOou189PYLZN7VminrI6NQKQ3sBO7nN283t4MOSTs1jY4pZTGwIebRHVIv3F5hC3J\ncSAT/QzeChRtABuw8n05mK8Wh9kutR5q/391rO2RlLTtwU0RyKiooPpL2k4qOBxWxbhjXag0gLnD\nXYYSbyG/CJsMhnzpN5kcJgFurEQ4ZGnqU9zcpbJpdXLZN5+yRUbYJwD3odCKbqwchT5DfVOdlYrV\no4EZ/9Lf22XY2fvvW9VBMrHC/uBBVPOnlUuxWZiUB9s8uilTCkWd6/bzwHl1nAELtSYP/bkH8udm\npWftIz8HgGspJRPpI/yW7StPYDiQNii2I4qK74oIq9hMHS7OKsY3cCDPm8RIgVXjAVQVfrXyTsMp\nZD1DffhJbw+6nDmvV0um0GebWlkda/vLTKXSYKztt26TwQFrm7XUhdbUZuGABOf2cBbXtw4z9xlN\nOdcCIJuVqgGf0brD0ugv6NoFjVMuNUuyG45D1pR1qEr/iTjaz9C+vlMGtwTfXB3C68Fk5cqzOpwM\nGYkFmJhfsfHaJuura/U5Mctnh3aZ/REKljq9M3QgPXQpEj6f2WJolxnNAwCX/yhvoKwa/OTEXEWY\nKN6WfSZRNTZcDvOrOuco4aCwDZytH4Mqq3dIlzcN6/kzq1bWcOdInDi+oLBPZroGb1Yk14nDdjm3\n8KommHR4l6Xdibxx9V2ibWLM57Bu3FgqcPhrHucA4IZdgB8TUGxedk4AaKVKRz5WKrF3bSb1cylM\nm/ge7TwT1GyF1RFcWr8a5KQgZVOj6ujxnKUb25ow1jIZ8eycz3XuhFWdRbXgMvtdizQ+j+7g5RkB\nZQGPelR0ViwrmtRMjP09yUNth1grG96/D6smVPpm4n/PKsqh6BzM2yxji6wI+PtItz6zauOlPNPY\nBY1TLpcFT9EzTP2F9qkVTTOEw1LZhw9h23/Csj4OlpWfYdnyYKSZcddmVEpdlNG2EtFB7VKHo5ul\nwQw5zK29Dy+dCQ9yZmJkNVS19qJDlZFfZN3SuW04NbmREfCyV8M9p5kBU0ojRnc1TLSyDZXOOtjG\nArbIfvRGd/tRSoowOPK/Fig53FZl11Fm9ZrHnz3uAAAeO0lEQVQyKgDNNmmSBPjQ0wEHzN5L29eg\nvtSsvvicipsHM3gxz24CAHrTtTKorNg58QDBfr4h7nxQy38+3G98yE3PCwDb0jNV48GVry+bVW7F\ncNBfbMxUzaUREQCvSIiU07mDamEpM3yjm6q1lTjozuCERa7+2HrqW6TxQZ4dWeBgK6qaPZXbQdyk\n+bk4n6gGDtzg72V5ze+vONrXKqBvIe0ctNJNg3EGWpi0ihgDPQ33PMHxgX410GrLXjc10yxgaSZZ\nJWLxdtZLuT21G4SfcjHz10zH2i5sX9hgut+7L3tlWFuC2SqNgaSKLhuRRBTVVCtaSZZHLnPA10Wn\nGR4zT4UtdjlIxYiUBlnMb3zgnAwio6SPSCnf1NpKa4ACKOIZdGydR+BmSoUpkw4z9zVwUrenGbsU\n+5bVbLe2DC7zG3QQXmdWPOBKsVoZmEwGHQkBR1g5is02zv7cA6qJxb8NtYMIAHgbBZuMtGHQQew0\neMACx2aB1HdIRuJj24CVI1tJabiHsHoCEQdIY5OXGe07RyLMr2ZGPqDnmU6Hro1lkNCuBUzG3IME\nj5sESgtucXLBwAWWYLgAoQYH2SzyZkw4cN/mtlgz1euK2lUmOSLd2n01AKiibLdWCHDpIWJ+FaiR\ng4MFI7GgGtZP+2dwNjjPMz9/lzWv/L7q1kijfWCzzENvG2SzdSebJcJ6rsGDIA/OXfoWEra3MidW\nmiRNGiqRj9VyWBxCTPQzV5xng5wCgFh6xbzE1i5onHaFAPQbIAlSPdkivjlUz25YZxQDwHqGYDwM\nZrKxyQJ8sZnmjdaGsSTASekPYa0D6aNqMAUGgEL3yAap2Ky1FF8c5n58v0EcjjSTZLvCsmOS1pwd\nvTj0G5zwW/UBMUYwKxG2M1iBRWvjredapbjVbVWI4g10aLw8ymKI0SRLYl+goIwtP9zP8iWGEiIJ\njTwC6VqkZuQDefpM5OBdAWmV2xpE1XQr28ihTHlqeElQTgd0c0bssleIBJ1dxC7rNEE3VrQL9Hv3\nbn82Q1Ql+0yJLRwRRVQVisa+sS7NG4JS8O1Mj4mbsARrASEPlO09xBBsYXGYeR8S8mYdO4RNISIp\nIQe21Ym2Hjh7YoDyAXTwQMTl5klSSHXwO7RKUjZq3Spo8iZvCC7hzGez3qo0/PUNYZVEECVo5ZJi\nhjQbGVQ7ADNPeEji47XfNXvoxxcwWB2pVP70or7+9KJbMz+DrX4bK52hzPqLbe3aU6ddJqNRGut4\nLx/wzR1AHuxZeyJaJur8CPO28GEiYIzlYW5fSchzFAl6Ew+npn+kyC0nohVZm9rHKsoqjm0jHCiZ\nj6+JFF0HinwRBhBu+PyMrK70wANw+Li+Xj10VBUhjI7W4SYTI+IjvwE8/hFrE5hZUzv3DVzZ680W\ncCDMroDQVdkss2JrYVAUxxecTUyYZmqmWb3Vjjcaiouied72ip1WZfx8JViBiDQ7T6w2vJXFDc9m\nRGE935KLKaXApdvk74nPSWaWVTgV8nhlswSC+c5XtTPZn+EFnpK2hxi8gMxi71r05+7PrVIgD7CR\n5ykOU13PtAW4f8muv5FXbcKM3tpz5abqRE6TXOfsKlz+I8/02UYTH1YvMq8iZHkQ96MxjTfVVsuk\nPBfINCtY8jDCtU+DFsBqczz0NpUHMACD+RU0h5/QCmOzQHX0uFYvNkPyudsZrdT3p/53t61dpfFc\nFvWGKOxm84w4nObMvKm3NuU0UEVTxc03ztgVc7xL1VhbMV3vQQIWJLipc3jt0EWyfMO+ZpTNFJIS\ngnkzpMHEkEB0Yus0k16fKC+jnbuaLCW5xQyjKNfuGj6eYdpGfOHl2WN7s0B/+VMI+xcg9zyIsFki\nPvE40kNfYAPxDuGVn494+ATi/iVUx58G1guk8TmgUfJjHGfnwH7vXkjs0Q1VflvMeIrESq0qrKc/\nu2KD4TFKp7dUD7z91O/dq5DiwXD7+zC8vywObUOzaqiba7uCDnLs/1fWHjRbX7CdZb+LdeOYfwUB\nLDJHwXgpDvfkObWVnzd0B7oyuOuHzQxvb9+IeICrTi475FW6FeL4Qk5GDG5M9V9JWVYjt3jClskT\noAEvjg/yZwG8BebzIR5bVM92Iu7wsldnBBzNvQhxtaG+V49W8QkAesk8A3kYO+fj0OGR9rNptKdD\nf5eIyQCM0mNEodpBE5LDx4Hz92cpEUqmXx/Eb2O9lCuNXdA47aLNKRWaLYtz+XIOV4thnyJJMiGQ\n5MAkQXuwkgMDDG4q5UYB6KCcTnuW0UscO6GOWW0sevYCU7w1ORN0LaqTJ427Mbd5QUIMVTb5gbWW\nOAsphRZpIyt5WC79BqnZQ3joYW9hxdE+8MBr/LhcuLAeAZuFoso4tDV7VbYfVMAvIAVrU/W5JeXt\nP8CHsjDhQkepBRtUE9XWtVvqwEmCS7CXbG93lHOI59DbYIocUh0vVklsQ+lXZCg2+qQHbVVRKsR9\n4Idw9Bdd+1RePc82JKUc3MpBsfnNx8kFH9J6wAD0PJpuVxrtI6WpVgSF0ZO0CwMoZBtYrSKVd9Lv\n3auf365pJdTZTKTbwMUoC36H9Jst1FTp/udSJrHLaC/L/Bm8aCTF2Z+0C0g/NwsBI+IZ0MCH7MX1\n7udnRDZ7Z3I9az+e0C4RVkfox+fzsdUj4MLL8/cQKr03DG3lygG3uV7KQWPXnjrtShmv7yiZroUs\nr+XWlAQd6FWNt7O8X2p/h6QeHEkktyv6Tjf0TfZlvn4jB5AzrqD2qNJvdNBtKrsAHE4KwOVMfB5g\nqC9yQKr50/ZZTNJjMMmtKZK0BiN9TRFHbKFrM2mxGWceCdVx2SIyQpVueHpcfWHSs0XGi922GRDx\n+5apSrvwjc65HMnY5JulD+1182lzS65QByapUJKS8VgtORIr1Gh/8WcypBRwFJrzDzhvMU4OJc6T\nVXgk8xH1Q+Or6K25pUNMZXWs11Flm16fW43SLjM5sdAJq06ezIq8oTa4rxI4yVRHt3KEmERz32vy\nJk1kUhzu2wztRCHXpVe9/bef3mPfR5Oz/rJKkAwZ3qo+JHhioKRXrbL6c/cjLA+16iwrlhCy/zpg\nldnSyJjrHOgYVL0l29j5H6oci7cZDcFolZnETs2t2hniox9GdfUTqI4/jer4Cb3Wgjn5Fd42t7NS\n7E/9725bu6Bx2mWbLTdGR5CklPWlYmcbMzcty7KMJOfIFvpzUEcJ8IyVz9mS7zAcOTdBHQLnzQdV\no+9rhCeIKpsSuw7AoLVjP3b1tKC+lQkoms+EZqfLLCgI5KybkERXfyVprdp6r2CKuqWZkLYe9rfI\nXN4jL/rbnKVsVQPm9+HsboNboh4h7l/KrTYLmtIutjdh+x7897HXmYBttNRcGnzjd+bAFOo8ZO03\nmbvQtU4u04x44lVNGkxcHiMNVD6f86Q4Psis836DND5vHu4TVRRYHfl5SebAx8ooGNRUkWrKoSHU\nd8uQCDozC7MrxSB9kVFmsXP/jLA+8azcFQK6TZ4HCImchbUrk5q4PU/bclQE9DumXIldH2F1ohL2\nowOVvbHXqY4ec3SW+5JY4kFxRTHQgp/3wdivf/3bZTaSAlx1Wb/DoVdOCDXkVa8DYo9+ejEnFjZD\nO6tKI3btqf891yUibxaR3xeRXkRef93v/g0R+Zf2+/eLSGOPv15EPiAiHxGRHy2ef0FE3iMij4jI\nu80y9qZrFzROuyggR7XOlgKA4yz+ZkNBlQBZOQZdrLIgE9oz82IoGtYnlikvt6CW2e61cMiLpnxK\noTWTZqCcSVld+A1fZNxUhSXPglk8kUiemcfeEV/JFHX5OAAjStHdzwABzVhl2+nxDZg8epf5FVYx\nbOkOcc5AuHGlKCuSKFXssfPP5v1/kwTxIGTLqyQb4AozaQmZkLlZuoqut2fWs+2efewUWSaKMnLI\nrCGZXEZkejGrIYdqezB87dOg7a7b6nYrR6PBggEADfomRMmKx//GgmCcXjSRzMzs9nmCfXYmDlum\nV9Z2U2LnxD+fv4e151IZGEyzinBVPXHBK0VKoTtZsm91hmdVDoNlGu45Jyc1k3ydVo0SL533ot9X\nHB+YgZld27Mr3ooM86saYPvWuDkLDYgFkgxJRRmVw6Gfvd+/pOZcAOI9D6GaXzXFalVliOwSnMGK\nsT/1v+exPgjgWwG8t3zQPIh+GsB3p5S+CMDXAKCg1t8F8F3mO/RaEfkme/z7AfzzlNLDAH4RwF+6\n1ZvvgsYp11t+7int2xONU5k/dyn6ZkgZRb1kae44vehtASfQUTZiqKqzsZnq/KIZ58Fj7L01Jd3G\nkTEOJwVygLGNNomYN/LMJDRM0I8VElEpvXI9XOajEBpka8X5CbHz4bdrPRVCf+5z3dHsKRPQYO0c\nN5myzxqH+zoA3SwcoRPmVx11Roau99lrZqCLIqh1TkYD4O2hDNuldtTMiV2O+7fN8PoM2t3xmLUW\npEAfBA+GpnM0yAS72FmLRw2W+C81E8T9+wzFNnbiGSSgOn4CsjpWrSmratSPZPQMzSlU1qoiqQ3a\nXmIlxuPV76HNiLgqqwbrgH3iA3SXWjGJHFanbO2gHmVZGm9bNvncxi5zGxgQYZwS8mF4HlPcOufU\nz3IiYhGIWJX6dRrMI7xu9LMNFabuyr4233FJGocI19tkPTvuOL6ANJigP/eASrYwEbku8biddSfb\nUymlR1JKHwV0JFmsbwTw/pTS79vzDlNKSUTuB7CfUvpNe95PAXiT/fxGAD9pP/9k8fizrt0g/Dks\n6hRRDDDVQ70RavNCNuSOrBVXr39j0t11s4VvjyNDCNnfp8EEWF7b6vEmDDKKyrK50J3oEJwbW0cB\nuDrrP/UboEeWXAi1D7hhbHPfBGJ0xBBCrT3udgkM4BtUDlyrPAw1nSQAWTuJAnh9B7FNDoZASuYk\nx78lMYw96dhMEYrNiNWAGwNZG8XlxOdXc+VjXtewasbx9kQimS6Vk+FCbfpebR74totsSFQ+L3aA\ntfY4UwKgfhllZiohw2NNyI/McYRghlP0lOD1pPax3fmHtJJanaib3PLIwQhpYHDreqSaZ9OLqI6f\n8FkEpeE5kwLgEuBED6V6BITOFWFhr0UuiH9vbI0RrWZVoEJ7e/25GqiBmPFPOJPjNQtYBUflYSBX\nQySN8r2qRj1BJhdMr23q4AZl8at+VsnDIJpQW0p0aNxWXCDAwsmErHi71TO4HW/9x598nrvBzdcL\nNKt4LQCIyC8AuBfAP0wp/TCAB6E22lyP2mMAcCmldBkAUkpPiMh9t3qTXdB4Los9csvufR7BTZc3\nA4el0GxbXdSy4Y4O91rXNdLhrd2wbBVwRegG1y6RokmykywH5AxNAiQESNcXN4lVI1XtxCvCSFl5\naGWjnyeYn3ISsYqpsQ2v0pu3Hml2PRhpm6YIgl5R2PDa0TT8NVVHnQi4ndVVJ0+aNlfuiycJviEC\nmlYRPUWfdFTWgrNWUbIMk5LXJHzRpMj5Eg4z5YC9R2Jwsoyf6KE40g2eMwzCVcPqRIULN0tXj3Vz\nosIIKCwO9f3nVxHHB6hmV1QfKyjHJCwONXEA3FwIKapPupgUTJy5SyDd5rBZQQorYJ9Jxc4zeNfl\nKhBTyb4jzjXiyNpAxbC8BCkQoMDrksxsaXWO5tcubWDJG6FvTD2E9Miw6cIumCgmb0Gy1TjaL4yc\nLNCmiLe888nT368v4LoZ/2Jz9V9j8/THbvr3IvLPAFwqHwKQAPxASunnnuXPagBfDeDfArAC8C9E\n5LcB3Gi6/7z1S3ZB4zksbvBqXJ3lNSQluPsekU/s89eNMsltE3WIqCFmSl6GdP3WoNJnAtZ6cvIW\ng5fblCK3oYTcjuuqCbQ5IzSL01QFP071gDCRRPJRWrOQbfbQm2WoI7kYPIHcXrDBI5Vz6fdAXgSH\n/S6NXSBh0th8J1LMQ/zOPlMRZILxW3xITM9waLummj2lSCVKQ9i5dJYz5batutBZVZNZ3RLciTGO\nL+hAmWJ9bFGZB0iaXtQW1Id+FeG1X+7DegdKMEBJ2JKy76cXt4bGLplR1Yhla4pzn75FaBWFFp78\nI6QLD+p1Mjqn1xMrR+vrq1HYnlYTrDrahcvPIESvXPr9S47IKyGwLi0OZIht0N95oPSqzoQRmczY\nuXrLu2id+tTzuNsevfVTXsTrZpVGfeFzUF/4HP//1R/+0jP/PqVveB5v+yiA96aUDgFARN4F4PUA\n/k8Aryie9xCAx+3nJ0TkUkrpsrWxbhmVd0HjOSzNxiaOYnH/aSlai6wySte7UGtbCG3+veQBcqp1\nAB2bcYbOVo1mpDQF4mty47WBdWrOaauG8F5oCsHBqmfNdmzeJjM0EV/TrV9DpTpalz8JefC1qrW0\nOMyugrRrBVyuY6sysI0nNmMjuxUBzqovymyI4fjd95we56sTmx11WwFJP0929/NjYGAA0O+/zB5f\nZlZ+PUJYX1VEEj3IJUCkzS22vkUcX0B9+ElFNNUjyPqk+KwLncNgkr0lmFF/0dcgxQ7VUx9Df88r\njBdhs5G6QUoJ1ewp9OPzSoBsplmB2PgaXgFWSgBlooBupce9sn7/hQd94A0ob6E6/jSi7LvRkxo5\nXQCGe5DlNePAVCotszlxjoRrelW1z+be+k/u7s36xbI+g+2pcq7xbgB/UURGUJGZNwD429Z2OhaR\nLwfwWwC+DcCP2d+8E8B3AHgbgG8H8I5bveEuaDyXxXZL2d4x0UBWACU01oXQmmLIJjk711bEJe3B\nkqWbVOo5rI40o7OWDgfQoV1qC8aCSDi57BVFqmqvBLKNrElETC8irI4ys5YbOeAbR0oV0ugcYlVD\nXvmF+nrrmW44daNBKW6c6OjGThw+832L5Zsyg561ZLwdxL67VTIKZ61ApziKFyZ3fMtIL4QaGMBZ\ny14pkEND4MLq2LNfn3nY5/b5hQRlzI8P9Hu0Kouor3ByGbI6QX/+If2O5lezUCEA1CP0F7RNzDkS\noPOEZMCCsDzS/r19RqLs1KJXWf3SzkCv9HD8JDCaIo4PFB5qzGUi3N7yjieKM13+DNy4I3Ga3+3W\nWazYnZ0L4PVLRN4E4Mehc4ufF5HfSyl9c0rpmoj8HQC/DW1s/9OU0i/Yn/0FAP87VKb0XcXjbwPw\nsyLynQA+CeAtt3r/XdB4DosZrqJ0ZqocG60d0W80Cya01eYHQqG7vlPI7epYN8yRSjp7FQB4W4tE\nMFkrQzZwCBlqIwGu9X3qBoi99t3HB1oREC3CasKgl06AK1AiWbV34rMIHh8AD07SbbR6EVHWLeAo\nL3otlyxrn0OIkuIoWwIAiFGzeYNC5g006/4QsaMOe50fl/+OfXdzHvTPZERFBkVWcJwX8DVTPcpE\nTZ4jQGcW3cqZ4wg1osmU9PuXIN1KoZ6A6YCpS199+KgGeLa+VsdbopUCFAPX027YJwAaKGLy+bR3\nduuFXHey0kgpvR3A25/ldz8D4Gdu8PjvAHjdDR5/GsDXP5f33wWN57K8zaJCdEnEkTGByq8WIChd\nIdYuyJ7GE6BVbHlo59aisCpiPVe8P6G5fWX9ZuWFqG9BjTSi+1/0IBFsyOozF84YAO1pX8fVQAiI\nrB5c9ZVD0JDbFrY5x8kFZ+gmEW2pyMYJYQj6/Gp2Jfumg4EpH4+2gSybN8IkNafQt3q+bHhNv2zE\nDtXqUKXQ3eu6zoZBxj1QLkfvTHuX8XBJ9saDqTvzUe8o1F6xvPXtj+O5r+uDwbUbPmu3PjvW3cj0\nPu3aBY3nsoynoKJwSpx00TNuipu18gGIVCmycGVYtzo7GAzVnClqaycsj9yABwUhz/Wo+s3WcDwN\nRhl6aLIeJFrp/ESXByx+BIO4aiut3fps/K+zxmMEgm78CgOdqqyE9dSra48j1eNswBSCeoq0Niwe\nNJl3sVllUiOQheyCwk7F+CcAXI48jvYdrqws75m35WQ9Qxqdu2OQyd3ardtZz5O0d1esXdA45Xrq\nkfcBeHnmERDKaXai5GUwYGif37Ja9v3ZtupbU7TtEYcjHYKbUBt1itygaLNS/gCQxf2speXD5PH5\njJsHfMAt/Qa/9L4P4Q1f9WX+OZzzMDCr1ZAvAUqdSDtzvwFi5r3/3kwg6xP0+5dc5M3NdnqBQFs4\n/bkHXIFW+rZA0jy3c37vw6+/yTNenNn8rY/7xbl2x312626UPD/t2gWNU66nHnkfIN/iyp2SZhkL\nDwCUqCC8s24gnepD9YaWCd0JUl0bnr/QXAra74/NFAGwqsRmJKNz2be40TlDavac/ZrMtU0rCJXm\nToCTA3/5V34Fb/iqL8vcD6titEppIOtjR4JxoP1nfjFhu49e/vz0DR5b3uCM3T4K58W4GZxm7Y77\nM7tejMe9a0/tFgDgrf/kUfzsG+8HANMzmnlLKg2GKvZmQoKEvUq7VNMhomlszkFNJwYHQElUlAdJ\nA9UHUubuMA9VjambquZU8MgPP7LAB99xPbLm+nV3EKZ2a7fulrULGrvlKxiiaUuygjIGJOFxGFvV\nePO75wDmxSscvVCHvlu7tVufofVS9giXlJ43m/yuWSLy0v+Qu7Vbu3VmK6V0vRjgqZeIfBzA59zq\necX6RErpVc/3/T7T67MiaOzWbu3Wbu3W2aydNPpu7dZu7dZunXrtgsZu7dZu7dZunXp9VgYNEfkJ\nEbksIh+4we/+KxGJInJP8diPichHReT3RORLnuU1b2in+GI+bhEZi8jPi8gfiMgHReR/uBuO+7q/\nf+eNXvfFetwiMhCR/9nsNT8kIt96Fx37n7Vr/PdE5F3l378Qxy0iD5u16UpE/subvOarROTX7Zz/\nAxHZAYBuY31WBg0A/xuAb7r+QRF5CKrD8onisW8G8HkppdcA+E8B/L1nec1ns1M8y3UnjvuHU0pf\nAOBLAfw7d9Fxwzbc4zM/2rzuxHH/AIDLKaWHU0p/HNdZdp7hOtNjNyvRHwXwhpTSl0AtR7/nhTxu\nAFcBfC+AH77Fa74Nqvb6MJQR+ufP5lA/O9dnZdBIKf0qgMMb/OpHAPzF6x57I9QeESml3wBwICKl\nOQpuYad4ZuusjzultEwpvdd+7gC8D6q1/6I+bgAQkSmA7wPw1872aPO6E8cN4DsB/PXiPZ6+wXNu\ne92BYyeaaF9EBMA5ZE+GM1vP5bhTSv9/e3fwakUZh3H8+6NrJFlZgolKprXJjakRKS1KaumfoFCL\noKBF2zZBuhEKilyI4KJVWrQocSWmIEEimje1sMKiq1FhJIILCXpavO/1Dsdz9L3OzB2P83zgwJwz\nM+c+zGHub+adc+Z3Kd+I71Z9WjcBn+fpj0n9te029bJoDBMRm4EpSacHZi0DpirPLzLTKrG6zKh2\niq2qmbv6PguBzcChxkMO/3t1c28D3mP4z9FbUyd3RDyUJ7dHxImI2BcF7TWbUid7Pqh4g3SGcQF4\nCtjTXtoZN8ldsu4i4B/pepvJC8DSJvP1jYsGaWyfNGzwzrDZQ14b/J5yyTKNayD39PvcQ7qd8geS\nfm0s4Ah1c0fEGuBJSV/m5W/7O/Wz0cD2niCdyR2VtB74Bni/0ZAjNLDNJ4DXgTWSlpGKx9tN57wh\n2PDcs/m8O9k372YuGskTwOPAZET8QtqxT0bEYtKRyahWidNKlmlD3dzTdgPnJH3UYtaqurk3AOsi\n4jxwlHQN6avWU9fMLelv4GruhwDwGela0lyou82fBlQ5qPiU9Dm0bVjuEzn3LUm6BCyM6TuKzt2+\nedfqc9G4foQq6YykJZJWSVpJ2onWSvqL1A5xK0BEPAdclvRn9Y0k/QFciYhn83jvVgraJnadO8/b\nDjwo6a2W8jaeW9IuScslrQKeJxW8TXd67mx/RLyYp18Cvm8pd9PZLwKr83APwMvADx3nHlxnlMPM\ndKQramlqNyGpdw/SUMzvwDVSi8NXBuafBx6pPN8J/AxMAusqr5+sTK8nnbL/BHw4DrlJ49b/AWeB\nb0kXwl+903MPrLsC+G4ctneefoz0jalTwEFg+Rhlf41U5E6R/vE+3GVu4FHStZjLpNsv/wYsyPMO\nAEvy9ErgGPAjsA+Y18Y278vDtxExM7NifR6eMjOzWXLRMDOzYi4aZmZWzEXDzMyKuWiYmVkxFw0z\nMyvmomFmZsVcNMzMrJiLhvVKRDwTEZMRcW9E3B8RZyJidde5zMaFfxFuvRMR7wLz82NK0o6OI5mN\nDRcN652ImAccJ/Xi2CjvBGbFPDxlfbQIWAA8ANzXcRazseIzDeudiPgC+IR099Olkt7sOJLZ2Jjo\nOoDZXIqILcC/kvbmxjxfR8QLko50HM1sLPhMw8zMivmahpmZFXPRMDOzYi4aZmZWzEXDzMyKuWiY\nmVkxFw0zMyvmomFmZsVcNMzMrNj/JstqXOvGvAoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10be89d90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result = dc_e.cache['turbidity']['array_result']['turbidity']\n",
    "reprojected = datacube.api.geo_xarray.reproject(result.isel(time=0), 'EPSG:3577', 'WGS84')\n",
    "\n",
    "pprint(reprojected)\n",
    "\n",
    "reprojected.plot.imshow()\n",
    "\n",
    "matplotlib.image.imsave('turbidity.png', reprojected)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The boundaries in long-lat are as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[139.92372282115778,\n",
       " 141.08644592491765,\n",
       " -35.44609059117283,\n",
       " -36.55351774101416]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map(float, (reprojected.x[0], reprojected.x[-1], reprojected.y[0], reprojected.y[-1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
